Package Summary
| Version | 2.1.2 |
| License | BSD-3-Clause |
| Build type | CATKIN |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mp2p_icp.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2025-11-28 |
| Dev Status | DEVELOPED |
| Released | RELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
| Distro | Build dev | Build releases | Stable version |
|---|---|---|---|
| ROS 2 Humble (u22.04) | amd64 arm64 |
||
| ROS 2 Jazzy @ u24.04 | amd64 arm64 |
||
| ROS 2 Kilted @ u24.04 | amd64 arm64 |
||
| ROS 2 Rolling (u24.04) | amd64 arm64 |
| EOL Distro | Last release |
|---|---|
| ROS1 Noetic (u20.04) | |
| ROS 2 Iron (u22.04) |
mp2p_icp
C++ libraries for multi primitive-to-primitive (MP2P) ICP algorithms and flexible point cloud processing pipelines. mp2p_icp is used in the mola_lidar_odometry framework:
- Main library documentation and C++ API
- License: New BSD 3-Clause (Note that each module of MOLA has its own license)
Introduction
The project provides these C++ libraries:
-
mp2p_icp_map: Provides themp2p_icp::metric_map_tgeneric metric map container. Metric map files with extension*.mmare serializations of instances of this class. -
mp2p_icp_common: Provides utility classes likeParameterSourcesand IMU-based velocity buffers. -
mp2p_icp: With ICP algorithms. It depends onmp2p_icp_map. -
mp2p_icp_filters: With point cloud filtering and manipulation algorithms. It depends onmp2p_icp_map.
And these applications:
-
kitti2mm: Converts KITTI-like
.binfiles to.mmfiles. -
mm-filter: CLI tool to apply a pipeline to an input metric map (
*.mm), saving the result as another metric map file. -
mm-info: CLI tool to read a metric map (
*.mm) and describe its contents. - mm-viewer: GUI tool to visualize .mm (metric map) files.
-
mm2txt: CLI tool to export the layers of a metric map (
*.mm) as CSV/TXT. - icp-log-viewer: GUI to inspect results from ICP runs.
- icp-run: Standalone program to run ICP pipelines.
-
sm2mm: A CLI tool to convert a simple map
*.simplemap(from a SLAM mapping session) into a metric map (*.mm) via a configurable pipeline configuration file. -
sm-cli: A CLI tool to inspect, visualize, or modify simple maps
*.simplemap(from a SLAM mapping session). - txt2mm: CLI tool to convert pointclouds from CSV/TXT files to mp2p_icp mm.
Key C++ classes provided by this project (see full docs):
-
mp2p_icp::metric_map_t: A generic data type to store raw or processed point clouds, e.g. segmented, discrete extracted features. Note that filtering point clouds is intentionally left outside of the scope of this library. See MOLA for possible implementations. -
mp2p_icp::ICP_Base: A uniform API for matching those generic point clouds. - Implementations/wrappers of different ICP algorithms under such uniform API.
- The library exposes both, complete iterative ICP algorithms, and the underlying optimal transformation estimators which are run at each ICP iteration.

Changelog for package mp2p_icp
2.1.2 (2025-11-28)
- mm-viewer: Automatic retry to load maps if missing plugins, trying to reload with libmola_metric_maps.so
- Enable coverage run for noble docker image
- Add new unit tests
- docs: fix broken formatting of filters page
- Merge pull request #14 deskew filter: refactoring to handle arbitrary point fields
- get code ready for API update in MRPT 2.15.3
- Fix build w/o imu library
- mm-viewer: add keystrokes shift+cursor arrows to move up/down
- Add Codecov badge to README
- MLS filter: add progress report logging
- Contributors: Jose Luis Blanco-Claraco
2.1.1 (2025-11-08)
- FIX: SanityCheck was triggering as errors optional pointcloud fields in XYZIRT clouds
- FIX: Throw exception instead of crashing if FilterDeskew is invoked with an empty local velocity buffer
- Fix yaml file for not using mola_yaml extensions
- Add more sm2mm demo pipelines
- Contributors: Jose Luis Blanco-Claraco
2.1.0 (2025-10-28)
- Merge pull request #13 from MOLAorg/fix/filterdecimate-bug
- Add unit test for FilterDecimateVoxel
- mm-viewer: ensure proper order of opengl object destruction
- Add more debug traces for Filters
- Generator: Add more info on layer contents in debug traces
- FIX: Avoid crash in FilterVoxelSlice if there are no points in the ROI
- Merge pull request #12 from MOLAorg/feat/mls Implemented MLS filter
- Merge pull request #11 from MOLAorg/feat/use-faster-insertion Use the faster insertion-with-context in MRPT 2.15.0
- Update to build using CGenericPointsMap in upcoming MRPT >=2.15
- Merge pull request #10 from MOLAorg/fix/ci
- Upgrade CircleCI images to u24.04
- Fix build out of ROS and w/o IMU preintegration
- Update mola_common version
- Fix: Warning message missing new line
- FilterDecimateVoxels: add new parameter 'minimum_points_per_voxel'
- Fix docs typo
- Update docs for Deskew filter
- Update README.md badges
- Contributors: Jose Luis Blanco-Claraco
2.0.0 (2025-10-13)
- Merge pull request #9 from MOLAorg/feature/better-lio Better LIO
- sm2mm cli app: add --profiler flag
- demo sm2mm pipelines: add deskew method entry
- CI: Add another pipeline without TBB
- FIX: bug in non-TBB serial implementation of GN optimizer
- CI: add running unit tests
- FIX: potential crash in FilterDeskew
- Add deskew unit tests
- Add unit test for cov2cov optimizer
- Add 'name' property to all generators and filters for disaggregated stats
- Allow building without the IMU library
- Update mola_common to 0.5.1
- clang-tidy fixes
- Remove dead code
- Refactor errorTerm for pt2pt for better reusability
- mm-viewer: add combo box to select intensity colormap
- Add docs for filters
- BUGFIX: FilterMerge would lost all point fields except XYZ
- Remove external libpointmatcher
- Update formatter script
- icp log viewer: more options for cov2cov visualization
- Define virtual API MetricMapMergeCapable
- fix bug in FilterByIntensity params parser
- Render cov2cov pairings
- FilterByRange new parameter: metric_l_infinity
- FilterDecimateAdaptive now exploits parallelization
- Progress visualizing cov2cov pairings
- New cov2cov ICP optimizer
- Implement a new Cov2Cov matcher
- Make Matcher_Points_Base::transform_local_to_global() to use TBB, and remove unused parameters
- Add [[nodiscard]] to estimate_points_eigen()
- BBox filter: fix target layer must be same type than input
- Use fractional integers for faster sampling
File truncated at 100 lines see the full file
Package Dependencies
| Deps | Name |
|---|---|
| ros_environment | |
| catkin | |
| mola_common | |
| mrpt_libbase | |
| mrpt_libobs | |
| mrpt_libposes | |
| mrpt_libmaps | |
| mrpt_libgui | |
| mrpt_libtclap | |
| mola_imu_preintegration |
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mp2p_icp at Robotics Stack Exchange
Package Summary
| Version | 2.1.2 |
| License | BSD-3-Clause |
| Build type | CATKIN |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mp2p_icp.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2025-11-28 |
| Dev Status | DEVELOPED |
| Released | RELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
| Distro | Build dev | Build releases | Stable version |
|---|---|---|---|
| ROS 2 Humble (u22.04) | amd64 arm64 |
||
| ROS 2 Jazzy @ u24.04 | amd64 arm64 |
||
| ROS 2 Kilted @ u24.04 | amd64 arm64 |
||
| ROS 2 Rolling (u24.04) | amd64 arm64 |
| EOL Distro | Last release |
|---|---|
| ROS1 Noetic (u20.04) | |
| ROS 2 Iron (u22.04) |
mp2p_icp
C++ libraries for multi primitive-to-primitive (MP2P) ICP algorithms and flexible point cloud processing pipelines. mp2p_icp is used in the mola_lidar_odometry framework:
- Main library documentation and C++ API
- License: New BSD 3-Clause (Note that each module of MOLA has its own license)
Introduction
The project provides these C++ libraries:
-
mp2p_icp_map: Provides themp2p_icp::metric_map_tgeneric metric map container. Metric map files with extension*.mmare serializations of instances of this class. -
mp2p_icp_common: Provides utility classes likeParameterSourcesand IMU-based velocity buffers. -
mp2p_icp: With ICP algorithms. It depends onmp2p_icp_map. -
mp2p_icp_filters: With point cloud filtering and manipulation algorithms. It depends onmp2p_icp_map.
And these applications:
-
kitti2mm: Converts KITTI-like
.binfiles to.mmfiles. -
mm-filter: CLI tool to apply a pipeline to an input metric map (
*.mm), saving the result as another metric map file. -
mm-info: CLI tool to read a metric map (
*.mm) and describe its contents. - mm-viewer: GUI tool to visualize .mm (metric map) files.
-
mm2txt: CLI tool to export the layers of a metric map (
*.mm) as CSV/TXT. - icp-log-viewer: GUI to inspect results from ICP runs.
- icp-run: Standalone program to run ICP pipelines.
-
sm2mm: A CLI tool to convert a simple map
*.simplemap(from a SLAM mapping session) into a metric map (*.mm) via a configurable pipeline configuration file. -
sm-cli: A CLI tool to inspect, visualize, or modify simple maps
*.simplemap(from a SLAM mapping session). - txt2mm: CLI tool to convert pointclouds from CSV/TXT files to mp2p_icp mm.
Key C++ classes provided by this project (see full docs):
-
mp2p_icp::metric_map_t: A generic data type to store raw or processed point clouds, e.g. segmented, discrete extracted features. Note that filtering point clouds is intentionally left outside of the scope of this library. See MOLA for possible implementations. -
mp2p_icp::ICP_Base: A uniform API for matching those generic point clouds. - Implementations/wrappers of different ICP algorithms under such uniform API.
- The library exposes both, complete iterative ICP algorithms, and the underlying optimal transformation estimators which are run at each ICP iteration.

Changelog for package mp2p_icp
2.1.2 (2025-11-28)
- mm-viewer: Automatic retry to load maps if missing plugins, trying to reload with libmola_metric_maps.so
- Enable coverage run for noble docker image
- Add new unit tests
- docs: fix broken formatting of filters page
- Merge pull request #14 deskew filter: refactoring to handle arbitrary point fields
- get code ready for API update in MRPT 2.15.3
- Fix build w/o imu library
- mm-viewer: add keystrokes shift+cursor arrows to move up/down
- Add Codecov badge to README
- MLS filter: add progress report logging
- Contributors: Jose Luis Blanco-Claraco
2.1.1 (2025-11-08)
- FIX: SanityCheck was triggering as errors optional pointcloud fields in XYZIRT clouds
- FIX: Throw exception instead of crashing if FilterDeskew is invoked with an empty local velocity buffer
- Fix yaml file for not using mola_yaml extensions
- Add more sm2mm demo pipelines
- Contributors: Jose Luis Blanco-Claraco
2.1.0 (2025-10-28)
- Merge pull request #13 from MOLAorg/fix/filterdecimate-bug
- Add unit test for FilterDecimateVoxel
- mm-viewer: ensure proper order of opengl object destruction
- Add more debug traces for Filters
- Generator: Add more info on layer contents in debug traces
- FIX: Avoid crash in FilterVoxelSlice if there are no points in the ROI
- Merge pull request #12 from MOLAorg/feat/mls Implemented MLS filter
- Merge pull request #11 from MOLAorg/feat/use-faster-insertion Use the faster insertion-with-context in MRPT 2.15.0
- Update to build using CGenericPointsMap in upcoming MRPT >=2.15
- Merge pull request #10 from MOLAorg/fix/ci
- Upgrade CircleCI images to u24.04
- Fix build out of ROS and w/o IMU preintegration
- Update mola_common version
- Fix: Warning message missing new line
- FilterDecimateVoxels: add new parameter 'minimum_points_per_voxel'
- Fix docs typo
- Update docs for Deskew filter
- Update README.md badges
- Contributors: Jose Luis Blanco-Claraco
2.0.0 (2025-10-13)
- Merge pull request #9 from MOLAorg/feature/better-lio Better LIO
- sm2mm cli app: add --profiler flag
- demo sm2mm pipelines: add deskew method entry
- CI: Add another pipeline without TBB
- FIX: bug in non-TBB serial implementation of GN optimizer
- CI: add running unit tests
- FIX: potential crash in FilterDeskew
- Add deskew unit tests
- Add unit test for cov2cov optimizer
- Add 'name' property to all generators and filters for disaggregated stats
- Allow building without the IMU library
- Update mola_common to 0.5.1
- clang-tidy fixes
- Remove dead code
- Refactor errorTerm for pt2pt for better reusability
- mm-viewer: add combo box to select intensity colormap
- Add docs for filters
- BUGFIX: FilterMerge would lost all point fields except XYZ
- Remove external libpointmatcher
- Update formatter script
- icp log viewer: more options for cov2cov visualization
- Define virtual API MetricMapMergeCapable
- fix bug in FilterByIntensity params parser
- Render cov2cov pairings
- FilterByRange new parameter: metric_l_infinity
- FilterDecimateAdaptive now exploits parallelization
- Progress visualizing cov2cov pairings
- New cov2cov ICP optimizer
- Implement a new Cov2Cov matcher
- Make Matcher_Points_Base::transform_local_to_global() to use TBB, and remove unused parameters
- Add [[nodiscard]] to estimate_points_eigen()
- BBox filter: fix target layer must be same type than input
- Use fractional integers for faster sampling
File truncated at 100 lines see the full file
Package Dependencies
| Deps | Name |
|---|---|
| ros_environment | |
| catkin | |
| mola_common | |
| mrpt_libbase | |
| mrpt_libobs | |
| mrpt_libposes | |
| mrpt_libmaps | |
| mrpt_libgui | |
| mrpt_libtclap | |
| mola_imu_preintegration |
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mp2p_icp at Robotics Stack Exchange
Package Summary
| Version | 2.1.2 |
| License | BSD-3-Clause |
| Build type | CATKIN |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mp2p_icp.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2025-11-28 |
| Dev Status | DEVELOPED |
| Released | RELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
| Distro | Build dev | Build releases | Stable version |
|---|---|---|---|
| ROS 2 Humble (u22.04) | amd64 arm64 |
||
| ROS 2 Jazzy @ u24.04 | amd64 arm64 |
||
| ROS 2 Kilted @ u24.04 | amd64 arm64 |
||
| ROS 2 Rolling (u24.04) | amd64 arm64 |
| EOL Distro | Last release |
|---|---|
| ROS1 Noetic (u20.04) | |
| ROS 2 Iron (u22.04) |
mp2p_icp
C++ libraries for multi primitive-to-primitive (MP2P) ICP algorithms and flexible point cloud processing pipelines. mp2p_icp is used in the mola_lidar_odometry framework:
- Main library documentation and C++ API
- License: New BSD 3-Clause (Note that each module of MOLA has its own license)
Introduction
The project provides these C++ libraries:
-
mp2p_icp_map: Provides themp2p_icp::metric_map_tgeneric metric map container. Metric map files with extension*.mmare serializations of instances of this class. -
mp2p_icp_common: Provides utility classes likeParameterSourcesand IMU-based velocity buffers. -
mp2p_icp: With ICP algorithms. It depends onmp2p_icp_map. -
mp2p_icp_filters: With point cloud filtering and manipulation algorithms. It depends onmp2p_icp_map.
And these applications:
-
kitti2mm: Converts KITTI-like
.binfiles to.mmfiles. -
mm-filter: CLI tool to apply a pipeline to an input metric map (
*.mm), saving the result as another metric map file. -
mm-info: CLI tool to read a metric map (
*.mm) and describe its contents. - mm-viewer: GUI tool to visualize .mm (metric map) files.
-
mm2txt: CLI tool to export the layers of a metric map (
*.mm) as CSV/TXT. - icp-log-viewer: GUI to inspect results from ICP runs.
- icp-run: Standalone program to run ICP pipelines.
-
sm2mm: A CLI tool to convert a simple map
*.simplemap(from a SLAM mapping session) into a metric map (*.mm) via a configurable pipeline configuration file. -
sm-cli: A CLI tool to inspect, visualize, or modify simple maps
*.simplemap(from a SLAM mapping session). - txt2mm: CLI tool to convert pointclouds from CSV/TXT files to mp2p_icp mm.
Key C++ classes provided by this project (see full docs):
-
mp2p_icp::metric_map_t: A generic data type to store raw or processed point clouds, e.g. segmented, discrete extracted features. Note that filtering point clouds is intentionally left outside of the scope of this library. See MOLA for possible implementations. -
mp2p_icp::ICP_Base: A uniform API for matching those generic point clouds. - Implementations/wrappers of different ICP algorithms under such uniform API.
- The library exposes both, complete iterative ICP algorithms, and the underlying optimal transformation estimators which are run at each ICP iteration.

Changelog for package mp2p_icp
2.1.2 (2025-11-28)
- mm-viewer: Automatic retry to load maps if missing plugins, trying to reload with libmola_metric_maps.so
- Enable coverage run for noble docker image
- Add new unit tests
- docs: fix broken formatting of filters page
- Merge pull request #14 deskew filter: refactoring to handle arbitrary point fields
- get code ready for API update in MRPT 2.15.3
- Fix build w/o imu library
- mm-viewer: add keystrokes shift+cursor arrows to move up/down
- Add Codecov badge to README
- MLS filter: add progress report logging
- Contributors: Jose Luis Blanco-Claraco
2.1.1 (2025-11-08)
- FIX: SanityCheck was triggering as errors optional pointcloud fields in XYZIRT clouds
- FIX: Throw exception instead of crashing if FilterDeskew is invoked with an empty local velocity buffer
- Fix yaml file for not using mola_yaml extensions
- Add more sm2mm demo pipelines
- Contributors: Jose Luis Blanco-Claraco
2.1.0 (2025-10-28)
- Merge pull request #13 from MOLAorg/fix/filterdecimate-bug
- Add unit test for FilterDecimateVoxel
- mm-viewer: ensure proper order of opengl object destruction
- Add more debug traces for Filters
- Generator: Add more info on layer contents in debug traces
- FIX: Avoid crash in FilterVoxelSlice if there are no points in the ROI
- Merge pull request #12 from MOLAorg/feat/mls Implemented MLS filter
- Merge pull request #11 from MOLAorg/feat/use-faster-insertion Use the faster insertion-with-context in MRPT 2.15.0
- Update to build using CGenericPointsMap in upcoming MRPT >=2.15
- Merge pull request #10 from MOLAorg/fix/ci
- Upgrade CircleCI images to u24.04
- Fix build out of ROS and w/o IMU preintegration
- Update mola_common version
- Fix: Warning message missing new line
- FilterDecimateVoxels: add new parameter 'minimum_points_per_voxel'
- Fix docs typo
- Update docs for Deskew filter
- Update README.md badges
- Contributors: Jose Luis Blanco-Claraco
2.0.0 (2025-10-13)
- Merge pull request #9 from MOLAorg/feature/better-lio Better LIO
- sm2mm cli app: add --profiler flag
- demo sm2mm pipelines: add deskew method entry
- CI: Add another pipeline without TBB
- FIX: bug in non-TBB serial implementation of GN optimizer
- CI: add running unit tests
- FIX: potential crash in FilterDeskew
- Add deskew unit tests
- Add unit test for cov2cov optimizer
- Add 'name' property to all generators and filters for disaggregated stats
- Allow building without the IMU library
- Update mola_common to 0.5.1
- clang-tidy fixes
- Remove dead code
- Refactor errorTerm for pt2pt for better reusability
- mm-viewer: add combo box to select intensity colormap
- Add docs for filters
- BUGFIX: FilterMerge would lost all point fields except XYZ
- Remove external libpointmatcher
- Update formatter script
- icp log viewer: more options for cov2cov visualization
- Define virtual API MetricMapMergeCapable
- fix bug in FilterByIntensity params parser
- Render cov2cov pairings
- FilterByRange new parameter: metric_l_infinity
- FilterDecimateAdaptive now exploits parallelization
- Progress visualizing cov2cov pairings
- New cov2cov ICP optimizer
- Implement a new Cov2Cov matcher
- Make Matcher_Points_Base::transform_local_to_global() to use TBB, and remove unused parameters
- Add [[nodiscard]] to estimate_points_eigen()
- BBox filter: fix target layer must be same type than input
- Use fractional integers for faster sampling
File truncated at 100 lines see the full file
Package Dependencies
| Deps | Name |
|---|---|
| ros_environment | |
| catkin | |
| mola_common | |
| mrpt_libbase | |
| mrpt_libobs | |
| mrpt_libposes | |
| mrpt_libmaps | |
| mrpt_libgui | |
| mrpt_libtclap | |
| mola_imu_preintegration |
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mp2p_icp at Robotics Stack Exchange
Package Summary
| Version | 2.1.2 |
| License | BSD-3-Clause |
| Build type | CATKIN |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mp2p_icp.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2025-11-28 |
| Dev Status | DEVELOPED |
| Released | RELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
| Distro | Build dev | Build releases | Stable version |
|---|---|---|---|
| ROS 2 Humble (u22.04) | amd64 arm64 |
||
| ROS 2 Jazzy @ u24.04 | amd64 arm64 |
||
| ROS 2 Kilted @ u24.04 | amd64 arm64 |
||
| ROS 2 Rolling (u24.04) | amd64 arm64 |
| EOL Distro | Last release |
|---|---|
| ROS1 Noetic (u20.04) | |
| ROS 2 Iron (u22.04) |
mp2p_icp
C++ libraries for multi primitive-to-primitive (MP2P) ICP algorithms and flexible point cloud processing pipelines. mp2p_icp is used in the mola_lidar_odometry framework:
- Main library documentation and C++ API
- License: New BSD 3-Clause (Note that each module of MOLA has its own license)
Introduction
The project provides these C++ libraries:
-
mp2p_icp_map: Provides themp2p_icp::metric_map_tgeneric metric map container. Metric map files with extension*.mmare serializations of instances of this class. -
mp2p_icp_common: Provides utility classes likeParameterSourcesand IMU-based velocity buffers. -
mp2p_icp: With ICP algorithms. It depends onmp2p_icp_map. -
mp2p_icp_filters: With point cloud filtering and manipulation algorithms. It depends onmp2p_icp_map.
And these applications:
-
kitti2mm: Converts KITTI-like
.binfiles to.mmfiles. -
mm-filter: CLI tool to apply a pipeline to an input metric map (
*.mm), saving the result as another metric map file. -
mm-info: CLI tool to read a metric map (
*.mm) and describe its contents. - mm-viewer: GUI tool to visualize .mm (metric map) files.
-
mm2txt: CLI tool to export the layers of a metric map (
*.mm) as CSV/TXT. - icp-log-viewer: GUI to inspect results from ICP runs.
- icp-run: Standalone program to run ICP pipelines.
-
sm2mm: A CLI tool to convert a simple map
*.simplemap(from a SLAM mapping session) into a metric map (*.mm) via a configurable pipeline configuration file. -
sm-cli: A CLI tool to inspect, visualize, or modify simple maps
*.simplemap(from a SLAM mapping session). - txt2mm: CLI tool to convert pointclouds from CSV/TXT files to mp2p_icp mm.
Key C++ classes provided by this project (see full docs):
-
mp2p_icp::metric_map_t: A generic data type to store raw or processed point clouds, e.g. segmented, discrete extracted features. Note that filtering point clouds is intentionally left outside of the scope of this library. See MOLA for possible implementations. -
mp2p_icp::ICP_Base: A uniform API for matching those generic point clouds. - Implementations/wrappers of different ICP algorithms under such uniform API.
- The library exposes both, complete iterative ICP algorithms, and the underlying optimal transformation estimators which are run at each ICP iteration.

Changelog for package mp2p_icp
2.1.2 (2025-11-28)
- mm-viewer: Automatic retry to load maps if missing plugins, trying to reload with libmola_metric_maps.so
- Enable coverage run for noble docker image
- Add new unit tests
- docs: fix broken formatting of filters page
- Merge pull request #14 deskew filter: refactoring to handle arbitrary point fields
- get code ready for API update in MRPT 2.15.3
- Fix build w/o imu library
- mm-viewer: add keystrokes shift+cursor arrows to move up/down
- Add Codecov badge to README
- MLS filter: add progress report logging
- Contributors: Jose Luis Blanco-Claraco
2.1.1 (2025-11-08)
- FIX: SanityCheck was triggering as errors optional pointcloud fields in XYZIRT clouds
- FIX: Throw exception instead of crashing if FilterDeskew is invoked with an empty local velocity buffer
- Fix yaml file for not using mola_yaml extensions
- Add more sm2mm demo pipelines
- Contributors: Jose Luis Blanco-Claraco
2.1.0 (2025-10-28)
- Merge pull request #13 from MOLAorg/fix/filterdecimate-bug
- Add unit test for FilterDecimateVoxel
- mm-viewer: ensure proper order of opengl object destruction
- Add more debug traces for Filters
- Generator: Add more info on layer contents in debug traces
- FIX: Avoid crash in FilterVoxelSlice if there are no points in the ROI
- Merge pull request #12 from MOLAorg/feat/mls Implemented MLS filter
- Merge pull request #11 from MOLAorg/feat/use-faster-insertion Use the faster insertion-with-context in MRPT 2.15.0
- Update to build using CGenericPointsMap in upcoming MRPT >=2.15
- Merge pull request #10 from MOLAorg/fix/ci
- Upgrade CircleCI images to u24.04
- Fix build out of ROS and w/o IMU preintegration
- Update mola_common version
- Fix: Warning message missing new line
- FilterDecimateVoxels: add new parameter 'minimum_points_per_voxel'
- Fix docs typo
- Update docs for Deskew filter
- Update README.md badges
- Contributors: Jose Luis Blanco-Claraco
2.0.0 (2025-10-13)
- Merge pull request #9 from MOLAorg/feature/better-lio Better LIO
- sm2mm cli app: add --profiler flag
- demo sm2mm pipelines: add deskew method entry
- CI: Add another pipeline without TBB
- FIX: bug in non-TBB serial implementation of GN optimizer
- CI: add running unit tests
- FIX: potential crash in FilterDeskew
- Add deskew unit tests
- Add unit test for cov2cov optimizer
- Add 'name' property to all generators and filters for disaggregated stats
- Allow building without the IMU library
- Update mola_common to 0.5.1
- clang-tidy fixes
- Remove dead code
- Refactor errorTerm for pt2pt for better reusability
- mm-viewer: add combo box to select intensity colormap
- Add docs for filters
- BUGFIX: FilterMerge would lost all point fields except XYZ
- Remove external libpointmatcher
- Update formatter script
- icp log viewer: more options for cov2cov visualization
- Define virtual API MetricMapMergeCapable
- fix bug in FilterByIntensity params parser
- Render cov2cov pairings
- FilterByRange new parameter: metric_l_infinity
- FilterDecimateAdaptive now exploits parallelization
- Progress visualizing cov2cov pairings
- New cov2cov ICP optimizer
- Implement a new Cov2Cov matcher
- Make Matcher_Points_Base::transform_local_to_global() to use TBB, and remove unused parameters
- Add [[nodiscard]] to estimate_points_eigen()
- BBox filter: fix target layer must be same type than input
- Use fractional integers for faster sampling
File truncated at 100 lines see the full file
Package Dependencies
| Deps | Name |
|---|---|
| ros_environment | |
| catkin | |
| mola_common | |
| mrpt_libbase | |
| mrpt_libobs | |
| mrpt_libposes | |
| mrpt_libmaps | |
| mrpt_libgui | |
| mrpt_libtclap | |
| mola_imu_preintegration |
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mp2p_icp at Robotics Stack Exchange
Package Summary
| Version | 2.1.2 |
| License | BSD-3-Clause |
| Build type | CATKIN |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mp2p_icp.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2025-11-28 |
| Dev Status | DEVELOPED |
| Released | RELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
| Distro | Build dev | Build releases | Stable version |
|---|---|---|---|
| ROS 2 Humble (u22.04) | amd64 arm64 |
||
| ROS 2 Jazzy @ u24.04 | amd64 arm64 |
||
| ROS 2 Kilted @ u24.04 | amd64 arm64 |
||
| ROS 2 Rolling (u24.04) | amd64 arm64 |
| EOL Distro | Last release |
|---|---|
| ROS1 Noetic (u20.04) | |
| ROS 2 Iron (u22.04) |
mp2p_icp
C++ libraries for multi primitive-to-primitive (MP2P) ICP algorithms and flexible point cloud processing pipelines. mp2p_icp is used in the mola_lidar_odometry framework:
- Main library documentation and C++ API
- License: New BSD 3-Clause (Note that each module of MOLA has its own license)
Introduction
The project provides these C++ libraries:
-
mp2p_icp_map: Provides themp2p_icp::metric_map_tgeneric metric map container. Metric map files with extension*.mmare serializations of instances of this class. -
mp2p_icp_common: Provides utility classes likeParameterSourcesand IMU-based velocity buffers. -
mp2p_icp: With ICP algorithms. It depends onmp2p_icp_map. -
mp2p_icp_filters: With point cloud filtering and manipulation algorithms. It depends onmp2p_icp_map.
And these applications:
-
kitti2mm: Converts KITTI-like
.binfiles to.mmfiles. -
mm-filter: CLI tool to apply a pipeline to an input metric map (
*.mm), saving the result as another metric map file. -
mm-info: CLI tool to read a metric map (
*.mm) and describe its contents. - mm-viewer: GUI tool to visualize .mm (metric map) files.
-
mm2txt: CLI tool to export the layers of a metric map (
*.mm) as CSV/TXT. - icp-log-viewer: GUI to inspect results from ICP runs.
- icp-run: Standalone program to run ICP pipelines.
-
sm2mm: A CLI tool to convert a simple map
*.simplemap(from a SLAM mapping session) into a metric map (*.mm) via a configurable pipeline configuration file. -
sm-cli: A CLI tool to inspect, visualize, or modify simple maps
*.simplemap(from a SLAM mapping session). - txt2mm: CLI tool to convert pointclouds from CSV/TXT files to mp2p_icp mm.
Key C++ classes provided by this project (see full docs):
-
mp2p_icp::metric_map_t: A generic data type to store raw or processed point clouds, e.g. segmented, discrete extracted features. Note that filtering point clouds is intentionally left outside of the scope of this library. See MOLA for possible implementations. -
mp2p_icp::ICP_Base: A uniform API for matching those generic point clouds. - Implementations/wrappers of different ICP algorithms under such uniform API.
- The library exposes both, complete iterative ICP algorithms, and the underlying optimal transformation estimators which are run at each ICP iteration.

Changelog for package mp2p_icp
2.1.2 (2025-11-28)
- mm-viewer: Automatic retry to load maps if missing plugins, trying to reload with libmola_metric_maps.so
- Enable coverage run for noble docker image
- Add new unit tests
- docs: fix broken formatting of filters page
- Merge pull request #14 deskew filter: refactoring to handle arbitrary point fields
- get code ready for API update in MRPT 2.15.3
- Fix build w/o imu library
- mm-viewer: add keystrokes shift+cursor arrows to move up/down
- Add Codecov badge to README
- MLS filter: add progress report logging
- Contributors: Jose Luis Blanco-Claraco
2.1.1 (2025-11-08)
- FIX: SanityCheck was triggering as errors optional pointcloud fields in XYZIRT clouds
- FIX: Throw exception instead of crashing if FilterDeskew is invoked with an empty local velocity buffer
- Fix yaml file for not using mola_yaml extensions
- Add more sm2mm demo pipelines
- Contributors: Jose Luis Blanco-Claraco
2.1.0 (2025-10-28)
- Merge pull request #13 from MOLAorg/fix/filterdecimate-bug
- Add unit test for FilterDecimateVoxel
- mm-viewer: ensure proper order of opengl object destruction
- Add more debug traces for Filters
- Generator: Add more info on layer contents in debug traces
- FIX: Avoid crash in FilterVoxelSlice if there are no points in the ROI
- Merge pull request #12 from MOLAorg/feat/mls Implemented MLS filter
- Merge pull request #11 from MOLAorg/feat/use-faster-insertion Use the faster insertion-with-context in MRPT 2.15.0
- Update to build using CGenericPointsMap in upcoming MRPT >=2.15
- Merge pull request #10 from MOLAorg/fix/ci
- Upgrade CircleCI images to u24.04
- Fix build out of ROS and w/o IMU preintegration
- Update mola_common version
- Fix: Warning message missing new line
- FilterDecimateVoxels: add new parameter 'minimum_points_per_voxel'
- Fix docs typo
- Update docs for Deskew filter
- Update README.md badges
- Contributors: Jose Luis Blanco-Claraco
2.0.0 (2025-10-13)
- Merge pull request #9 from MOLAorg/feature/better-lio Better LIO
- sm2mm cli app: add --profiler flag
- demo sm2mm pipelines: add deskew method entry
- CI: Add another pipeline without TBB
- FIX: bug in non-TBB serial implementation of GN optimizer
- CI: add running unit tests
- FIX: potential crash in FilterDeskew
- Add deskew unit tests
- Add unit test for cov2cov optimizer
- Add 'name' property to all generators and filters for disaggregated stats
- Allow building without the IMU library
- Update mola_common to 0.5.1
- clang-tidy fixes
- Remove dead code
- Refactor errorTerm for pt2pt for better reusability
- mm-viewer: add combo box to select intensity colormap
- Add docs for filters
- BUGFIX: FilterMerge would lost all point fields except XYZ
- Remove external libpointmatcher
- Update formatter script
- icp log viewer: more options for cov2cov visualization
- Define virtual API MetricMapMergeCapable
- fix bug in FilterByIntensity params parser
- Render cov2cov pairings
- FilterByRange new parameter: metric_l_infinity
- FilterDecimateAdaptive now exploits parallelization
- Progress visualizing cov2cov pairings
- New cov2cov ICP optimizer
- Implement a new Cov2Cov matcher
- Make Matcher_Points_Base::transform_local_to_global() to use TBB, and remove unused parameters
- Add [[nodiscard]] to estimate_points_eigen()
- BBox filter: fix target layer must be same type than input
- Use fractional integers for faster sampling
File truncated at 100 lines see the full file
Package Dependencies
| Deps | Name |
|---|---|
| ros_environment | |
| catkin | |
| mola_common | |
| mrpt_libbase | |
| mrpt_libobs | |
| mrpt_libposes | |
| mrpt_libmaps | |
| mrpt_libgui | |
| mrpt_libtclap | |
| mola_imu_preintegration |
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mp2p_icp at Robotics Stack Exchange
Package Summary
| Version | 2.1.2 |
| License | BSD-3-Clause |
| Build type | CATKIN |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mp2p_icp.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2025-11-28 |
| Dev Status | DEVELOPED |
| Released | RELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
| Distro | Build dev | Build releases | Stable version |
|---|---|---|---|
| ROS 2 Humble (u22.04) | amd64 arm64 |
||
| ROS 2 Jazzy @ u24.04 | amd64 arm64 |
||
| ROS 2 Kilted @ u24.04 | amd64 arm64 |
||
| ROS 2 Rolling (u24.04) | amd64 arm64 |
| EOL Distro | Last release |
|---|---|
| ROS1 Noetic (u20.04) | |
| ROS 2 Iron (u22.04) |
mp2p_icp
C++ libraries for multi primitive-to-primitive (MP2P) ICP algorithms and flexible point cloud processing pipelines. mp2p_icp is used in the mola_lidar_odometry framework:
- Main library documentation and C++ API
- License: New BSD 3-Clause (Note that each module of MOLA has its own license)
Introduction
The project provides these C++ libraries:
-
mp2p_icp_map: Provides themp2p_icp::metric_map_tgeneric metric map container. Metric map files with extension*.mmare serializations of instances of this class. -
mp2p_icp_common: Provides utility classes likeParameterSourcesand IMU-based velocity buffers. -
mp2p_icp: With ICP algorithms. It depends onmp2p_icp_map. -
mp2p_icp_filters: With point cloud filtering and manipulation algorithms. It depends onmp2p_icp_map.
And these applications:
-
kitti2mm: Converts KITTI-like
.binfiles to.mmfiles. -
mm-filter: CLI tool to apply a pipeline to an input metric map (
*.mm), saving the result as another metric map file. -
mm-info: CLI tool to read a metric map (
*.mm) and describe its contents. - mm-viewer: GUI tool to visualize .mm (metric map) files.
-
mm2txt: CLI tool to export the layers of a metric map (
*.mm) as CSV/TXT. - icp-log-viewer: GUI to inspect results from ICP runs.
- icp-run: Standalone program to run ICP pipelines.
-
sm2mm: A CLI tool to convert a simple map
*.simplemap(from a SLAM mapping session) into a metric map (*.mm) via a configurable pipeline configuration file. -
sm-cli: A CLI tool to inspect, visualize, or modify simple maps
*.simplemap(from a SLAM mapping session). - txt2mm: CLI tool to convert pointclouds from CSV/TXT files to mp2p_icp mm.
Key C++ classes provided by this project (see full docs):
-
mp2p_icp::metric_map_t: A generic data type to store raw or processed point clouds, e.g. segmented, discrete extracted features. Note that filtering point clouds is intentionally left outside of the scope of this library. See MOLA for possible implementations. -
mp2p_icp::ICP_Base: A uniform API for matching those generic point clouds. - Implementations/wrappers of different ICP algorithms under such uniform API.
- The library exposes both, complete iterative ICP algorithms, and the underlying optimal transformation estimators which are run at each ICP iteration.

Changelog for package mp2p_icp
2.1.2 (2025-11-28)
- mm-viewer: Automatic retry to load maps if missing plugins, trying to reload with libmola_metric_maps.so
- Enable coverage run for noble docker image
- Add new unit tests
- docs: fix broken formatting of filters page
- Merge pull request #14 deskew filter: refactoring to handle arbitrary point fields
- get code ready for API update in MRPT 2.15.3
- Fix build w/o imu library
- mm-viewer: add keystrokes shift+cursor arrows to move up/down
- Add Codecov badge to README
- MLS filter: add progress report logging
- Contributors: Jose Luis Blanco-Claraco
2.1.1 (2025-11-08)
- FIX: SanityCheck was triggering as errors optional pointcloud fields in XYZIRT clouds
- FIX: Throw exception instead of crashing if FilterDeskew is invoked with an empty local velocity buffer
- Fix yaml file for not using mola_yaml extensions
- Add more sm2mm demo pipelines
- Contributors: Jose Luis Blanco-Claraco
2.1.0 (2025-10-28)
- Merge pull request #13 from MOLAorg/fix/filterdecimate-bug
- Add unit test for FilterDecimateVoxel
- mm-viewer: ensure proper order of opengl object destruction
- Add more debug traces for Filters
- Generator: Add more info on layer contents in debug traces
- FIX: Avoid crash in FilterVoxelSlice if there are no points in the ROI
- Merge pull request #12 from MOLAorg/feat/mls Implemented MLS filter
- Merge pull request #11 from MOLAorg/feat/use-faster-insertion Use the faster insertion-with-context in MRPT 2.15.0
- Update to build using CGenericPointsMap in upcoming MRPT >=2.15
- Merge pull request #10 from MOLAorg/fix/ci
- Upgrade CircleCI images to u24.04
- Fix build out of ROS and w/o IMU preintegration
- Update mola_common version
- Fix: Warning message missing new line
- FilterDecimateVoxels: add new parameter 'minimum_points_per_voxel'
- Fix docs typo
- Update docs for Deskew filter
- Update README.md badges
- Contributors: Jose Luis Blanco-Claraco
2.0.0 (2025-10-13)
- Merge pull request #9 from MOLAorg/feature/better-lio Better LIO
- sm2mm cli app: add --profiler flag
- demo sm2mm pipelines: add deskew method entry
- CI: Add another pipeline without TBB
- FIX: bug in non-TBB serial implementation of GN optimizer
- CI: add running unit tests
- FIX: potential crash in FilterDeskew
- Add deskew unit tests
- Add unit test for cov2cov optimizer
- Add 'name' property to all generators and filters for disaggregated stats
- Allow building without the IMU library
- Update mola_common to 0.5.1
- clang-tidy fixes
- Remove dead code
- Refactor errorTerm for pt2pt for better reusability
- mm-viewer: add combo box to select intensity colormap
- Add docs for filters
- BUGFIX: FilterMerge would lost all point fields except XYZ
- Remove external libpointmatcher
- Update formatter script
- icp log viewer: more options for cov2cov visualization
- Define virtual API MetricMapMergeCapable
- fix bug in FilterByIntensity params parser
- Render cov2cov pairings
- FilterByRange new parameter: metric_l_infinity
- FilterDecimateAdaptive now exploits parallelization
- Progress visualizing cov2cov pairings
- New cov2cov ICP optimizer
- Implement a new Cov2Cov matcher
- Make Matcher_Points_Base::transform_local_to_global() to use TBB, and remove unused parameters
- Add [[nodiscard]] to estimate_points_eigen()
- BBox filter: fix target layer must be same type than input
- Use fractional integers for faster sampling
File truncated at 100 lines see the full file
Package Dependencies
| Deps | Name |
|---|---|
| ros_environment | |
| catkin | |
| mola_common | |
| mrpt_libbase | |
| mrpt_libobs | |
| mrpt_libposes | |
| mrpt_libmaps | |
| mrpt_libgui | |
| mrpt_libtclap | |
| mola_imu_preintegration |
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mp2p_icp at Robotics Stack Exchange
Package Summary
| Version | 2.1.2 |
| License | BSD-3-Clause |
| Build type | CATKIN |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mp2p_icp.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2025-11-28 |
| Dev Status | DEVELOPED |
| Released | RELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
| Distro | Build dev | Build releases | Stable version |
|---|---|---|---|
| ROS 2 Humble (u22.04) | amd64 arm64 |
||
| ROS 2 Jazzy @ u24.04 | amd64 arm64 |
||
| ROS 2 Kilted @ u24.04 | amd64 arm64 |
||
| ROS 2 Rolling (u24.04) | amd64 arm64 |
| EOL Distro | Last release |
|---|---|
| ROS1 Noetic (u20.04) | |
| ROS 2 Iron (u22.04) |
mp2p_icp
C++ libraries for multi primitive-to-primitive (MP2P) ICP algorithms and flexible point cloud processing pipelines. mp2p_icp is used in the mola_lidar_odometry framework:
- Main library documentation and C++ API
- License: New BSD 3-Clause (Note that each module of MOLA has its own license)
Introduction
The project provides these C++ libraries:
-
mp2p_icp_map: Provides themp2p_icp::metric_map_tgeneric metric map container. Metric map files with extension*.mmare serializations of instances of this class. -
mp2p_icp_common: Provides utility classes likeParameterSourcesand IMU-based velocity buffers. -
mp2p_icp: With ICP algorithms. It depends onmp2p_icp_map. -
mp2p_icp_filters: With point cloud filtering and manipulation algorithms. It depends onmp2p_icp_map.
And these applications:
-
kitti2mm: Converts KITTI-like
.binfiles to.mmfiles. -
mm-filter: CLI tool to apply a pipeline to an input metric map (
*.mm), saving the result as another metric map file. -
mm-info: CLI tool to read a metric map (
*.mm) and describe its contents. - mm-viewer: GUI tool to visualize .mm (metric map) files.
-
mm2txt: CLI tool to export the layers of a metric map (
*.mm) as CSV/TXT. - icp-log-viewer: GUI to inspect results from ICP runs.
- icp-run: Standalone program to run ICP pipelines.
-
sm2mm: A CLI tool to convert a simple map
*.simplemap(from a SLAM mapping session) into a metric map (*.mm) via a configurable pipeline configuration file. -
sm-cli: A CLI tool to inspect, visualize, or modify simple maps
*.simplemap(from a SLAM mapping session). - txt2mm: CLI tool to convert pointclouds from CSV/TXT files to mp2p_icp mm.
Key C++ classes provided by this project (see full docs):
-
mp2p_icp::metric_map_t: A generic data type to store raw or processed point clouds, e.g. segmented, discrete extracted features. Note that filtering point clouds is intentionally left outside of the scope of this library. See MOLA for possible implementations. -
mp2p_icp::ICP_Base: A uniform API for matching those generic point clouds. - Implementations/wrappers of different ICP algorithms under such uniform API.
- The library exposes both, complete iterative ICP algorithms, and the underlying optimal transformation estimators which are run at each ICP iteration.

Changelog for package mp2p_icp
2.1.2 (2025-11-28)
- mm-viewer: Automatic retry to load maps if missing plugins, trying to reload with libmola_metric_maps.so
- Enable coverage run for noble docker image
- Add new unit tests
- docs: fix broken formatting of filters page
- Merge pull request #14 deskew filter: refactoring to handle arbitrary point fields
- get code ready for API update in MRPT 2.15.3
- Fix build w/o imu library
- mm-viewer: add keystrokes shift+cursor arrows to move up/down
- Add Codecov badge to README
- MLS filter: add progress report logging
- Contributors: Jose Luis Blanco-Claraco
2.1.1 (2025-11-08)
- FIX: SanityCheck was triggering as errors optional pointcloud fields in XYZIRT clouds
- FIX: Throw exception instead of crashing if FilterDeskew is invoked with an empty local velocity buffer
- Fix yaml file for not using mola_yaml extensions
- Add more sm2mm demo pipelines
- Contributors: Jose Luis Blanco-Claraco
2.1.0 (2025-10-28)
- Merge pull request #13 from MOLAorg/fix/filterdecimate-bug
- Add unit test for FilterDecimateVoxel
- mm-viewer: ensure proper order of opengl object destruction
- Add more debug traces for Filters
- Generator: Add more info on layer contents in debug traces
- FIX: Avoid crash in FilterVoxelSlice if there are no points in the ROI
- Merge pull request #12 from MOLAorg/feat/mls Implemented MLS filter
- Merge pull request #11 from MOLAorg/feat/use-faster-insertion Use the faster insertion-with-context in MRPT 2.15.0
- Update to build using CGenericPointsMap in upcoming MRPT >=2.15
- Merge pull request #10 from MOLAorg/fix/ci
- Upgrade CircleCI images to u24.04
- Fix build out of ROS and w/o IMU preintegration
- Update mola_common version
- Fix: Warning message missing new line
- FilterDecimateVoxels: add new parameter 'minimum_points_per_voxel'
- Fix docs typo
- Update docs for Deskew filter
- Update README.md badges
- Contributors: Jose Luis Blanco-Claraco
2.0.0 (2025-10-13)
- Merge pull request #9 from MOLAorg/feature/better-lio Better LIO
- sm2mm cli app: add --profiler flag
- demo sm2mm pipelines: add deskew method entry
- CI: Add another pipeline without TBB
- FIX: bug in non-TBB serial implementation of GN optimizer
- CI: add running unit tests
- FIX: potential crash in FilterDeskew
- Add deskew unit tests
- Add unit test for cov2cov optimizer
- Add 'name' property to all generators and filters for disaggregated stats
- Allow building without the IMU library
- Update mola_common to 0.5.1
- clang-tidy fixes
- Remove dead code
- Refactor errorTerm for pt2pt for better reusability
- mm-viewer: add combo box to select intensity colormap
- Add docs for filters
- BUGFIX: FilterMerge would lost all point fields except XYZ
- Remove external libpointmatcher
- Update formatter script
- icp log viewer: more options for cov2cov visualization
- Define virtual API MetricMapMergeCapable
- fix bug in FilterByIntensity params parser
- Render cov2cov pairings
- FilterByRange new parameter: metric_l_infinity
- FilterDecimateAdaptive now exploits parallelization
- Progress visualizing cov2cov pairings
- New cov2cov ICP optimizer
- Implement a new Cov2Cov matcher
- Make Matcher_Points_Base::transform_local_to_global() to use TBB, and remove unused parameters
- Add [[nodiscard]] to estimate_points_eigen()
- BBox filter: fix target layer must be same type than input
- Use fractional integers for faster sampling
File truncated at 100 lines see the full file
Package Dependencies
| Deps | Name |
|---|---|
| ros_environment | |
| catkin | |
| mola_common | |
| mrpt_libbase | |
| mrpt_libobs | |
| mrpt_libposes | |
| mrpt_libmaps | |
| mrpt_libgui | |
| mrpt_libtclap | |
| mola_imu_preintegration |
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mp2p_icp at Robotics Stack Exchange
Package Summary
| Version | 2.1.2 |
| License | BSD-3-Clause |
| Build type | CATKIN |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mp2p_icp.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2025-11-28 |
| Dev Status | DEVELOPED |
| Released | RELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
| Distro | Build dev | Build releases | Stable version |
|---|---|---|---|
| ROS 2 Humble (u22.04) | amd64 arm64 |
||
| ROS 2 Jazzy @ u24.04 | amd64 arm64 |
||
| ROS 2 Kilted @ u24.04 | amd64 arm64 |
||
| ROS 2 Rolling (u24.04) | amd64 arm64 |
| EOL Distro | Last release |
|---|---|
| ROS1 Noetic (u20.04) | |
| ROS 2 Iron (u22.04) |
mp2p_icp
C++ libraries for multi primitive-to-primitive (MP2P) ICP algorithms and flexible point cloud processing pipelines. mp2p_icp is used in the mola_lidar_odometry framework:
- Main library documentation and C++ API
- License: New BSD 3-Clause (Note that each module of MOLA has its own license)
Introduction
The project provides these C++ libraries:
-
mp2p_icp_map: Provides themp2p_icp::metric_map_tgeneric metric map container. Metric map files with extension*.mmare serializations of instances of this class. -
mp2p_icp_common: Provides utility classes likeParameterSourcesand IMU-based velocity buffers. -
mp2p_icp: With ICP algorithms. It depends onmp2p_icp_map. -
mp2p_icp_filters: With point cloud filtering and manipulation algorithms. It depends onmp2p_icp_map.
And these applications:
-
kitti2mm: Converts KITTI-like
.binfiles to.mmfiles. -
mm-filter: CLI tool to apply a pipeline to an input metric map (
*.mm), saving the result as another metric map file. -
mm-info: CLI tool to read a metric map (
*.mm) and describe its contents. - mm-viewer: GUI tool to visualize .mm (metric map) files.
-
mm2txt: CLI tool to export the layers of a metric map (
*.mm) as CSV/TXT. - icp-log-viewer: GUI to inspect results from ICP runs.
- icp-run: Standalone program to run ICP pipelines.
-
sm2mm: A CLI tool to convert a simple map
*.simplemap(from a SLAM mapping session) into a metric map (*.mm) via a configurable pipeline configuration file. -
sm-cli: A CLI tool to inspect, visualize, or modify simple maps
*.simplemap(from a SLAM mapping session). - txt2mm: CLI tool to convert pointclouds from CSV/TXT files to mp2p_icp mm.
Key C++ classes provided by this project (see full docs):
-
mp2p_icp::metric_map_t: A generic data type to store raw or processed point clouds, e.g. segmented, discrete extracted features. Note that filtering point clouds is intentionally left outside of the scope of this library. See MOLA for possible implementations. -
mp2p_icp::ICP_Base: A uniform API for matching those generic point clouds. - Implementations/wrappers of different ICP algorithms under such uniform API.
- The library exposes both, complete iterative ICP algorithms, and the underlying optimal transformation estimators which are run at each ICP iteration.

Changelog for package mp2p_icp
2.1.2 (2025-11-28)
- mm-viewer: Automatic retry to load maps if missing plugins, trying to reload with libmola_metric_maps.so
- Enable coverage run for noble docker image
- Add new unit tests
- docs: fix broken formatting of filters page
- Merge pull request #14 deskew filter: refactoring to handle arbitrary point fields
- get code ready for API update in MRPT 2.15.3
- Fix build w/o imu library
- mm-viewer: add keystrokes shift+cursor arrows to move up/down
- Add Codecov badge to README
- MLS filter: add progress report logging
- Contributors: Jose Luis Blanco-Claraco
2.1.1 (2025-11-08)
- FIX: SanityCheck was triggering as errors optional pointcloud fields in XYZIRT clouds
- FIX: Throw exception instead of crashing if FilterDeskew is invoked with an empty local velocity buffer
- Fix yaml file for not using mola_yaml extensions
- Add more sm2mm demo pipelines
- Contributors: Jose Luis Blanco-Claraco
2.1.0 (2025-10-28)
- Merge pull request #13 from MOLAorg/fix/filterdecimate-bug
- Add unit test for FilterDecimateVoxel
- mm-viewer: ensure proper order of opengl object destruction
- Add more debug traces for Filters
- Generator: Add more info on layer contents in debug traces
- FIX: Avoid crash in FilterVoxelSlice if there are no points in the ROI
- Merge pull request #12 from MOLAorg/feat/mls Implemented MLS filter
- Merge pull request #11 from MOLAorg/feat/use-faster-insertion Use the faster insertion-with-context in MRPT 2.15.0
- Update to build using CGenericPointsMap in upcoming MRPT >=2.15
- Merge pull request #10 from MOLAorg/fix/ci
- Upgrade CircleCI images to u24.04
- Fix build out of ROS and w/o IMU preintegration
- Update mola_common version
- Fix: Warning message missing new line
- FilterDecimateVoxels: add new parameter 'minimum_points_per_voxel'
- Fix docs typo
- Update docs for Deskew filter
- Update README.md badges
- Contributors: Jose Luis Blanco-Claraco
2.0.0 (2025-10-13)
- Merge pull request #9 from MOLAorg/feature/better-lio Better LIO
- sm2mm cli app: add --profiler flag
- demo sm2mm pipelines: add deskew method entry
- CI: Add another pipeline without TBB
- FIX: bug in non-TBB serial implementation of GN optimizer
- CI: add running unit tests
- FIX: potential crash in FilterDeskew
- Add deskew unit tests
- Add unit test for cov2cov optimizer
- Add 'name' property to all generators and filters for disaggregated stats
- Allow building without the IMU library
- Update mola_common to 0.5.1
- clang-tidy fixes
- Remove dead code
- Refactor errorTerm for pt2pt for better reusability
- mm-viewer: add combo box to select intensity colormap
- Add docs for filters
- BUGFIX: FilterMerge would lost all point fields except XYZ
- Remove external libpointmatcher
- Update formatter script
- icp log viewer: more options for cov2cov visualization
- Define virtual API MetricMapMergeCapable
- fix bug in FilterByIntensity params parser
- Render cov2cov pairings
- FilterByRange new parameter: metric_l_infinity
- FilterDecimateAdaptive now exploits parallelization
- Progress visualizing cov2cov pairings
- New cov2cov ICP optimizer
- Implement a new Cov2Cov matcher
- Make Matcher_Points_Base::transform_local_to_global() to use TBB, and remove unused parameters
- Add [[nodiscard]] to estimate_points_eigen()
- BBox filter: fix target layer must be same type than input
- Use fractional integers for faster sampling
File truncated at 100 lines see the full file
Package Dependencies
| Deps | Name |
|---|---|
| ros_environment | |
| catkin | |
| mola_common | |
| mrpt_libbase | |
| mrpt_libobs | |
| mrpt_libposes | |
| mrpt_libmaps | |
| mrpt_libgui | |
| mrpt_libtclap | |
| mola_imu_preintegration |
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mp2p_icp at Robotics Stack Exchange
Package Summary
| Version | 2.1.2 |
| License | BSD-3-Clause |
| Build type | CATKIN |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mp2p_icp.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2025-11-28 |
| Dev Status | DEVELOPED |
| Released | RELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
| Distro | Build dev | Build releases | Stable version |
|---|---|---|---|
| ROS 2 Humble (u22.04) | amd64 arm64 |
||
| ROS 2 Jazzy @ u24.04 | amd64 arm64 |
||
| ROS 2 Kilted @ u24.04 | amd64 arm64 |
||
| ROS 2 Rolling (u24.04) | amd64 arm64 |
| EOL Distro | Last release |
|---|---|
| ROS1 Noetic (u20.04) | |
| ROS 2 Iron (u22.04) |
mp2p_icp
C++ libraries for multi primitive-to-primitive (MP2P) ICP algorithms and flexible point cloud processing pipelines. mp2p_icp is used in the mola_lidar_odometry framework:
- Main library documentation and C++ API
- License: New BSD 3-Clause (Note that each module of MOLA has its own license)
Introduction
The project provides these C++ libraries:
-
mp2p_icp_map: Provides themp2p_icp::metric_map_tgeneric metric map container. Metric map files with extension*.mmare serializations of instances of this class. -
mp2p_icp_common: Provides utility classes likeParameterSourcesand IMU-based velocity buffers. -
mp2p_icp: With ICP algorithms. It depends onmp2p_icp_map. -
mp2p_icp_filters: With point cloud filtering and manipulation algorithms. It depends onmp2p_icp_map.
And these applications:
-
kitti2mm: Converts KITTI-like
.binfiles to.mmfiles. -
mm-filter: CLI tool to apply a pipeline to an input metric map (
*.mm), saving the result as another metric map file. -
mm-info: CLI tool to read a metric map (
*.mm) and describe its contents. - mm-viewer: GUI tool to visualize .mm (metric map) files.
-
mm2txt: CLI tool to export the layers of a metric map (
*.mm) as CSV/TXT. - icp-log-viewer: GUI to inspect results from ICP runs.
- icp-run: Standalone program to run ICP pipelines.
-
sm2mm: A CLI tool to convert a simple map
*.simplemap(from a SLAM mapping session) into a metric map (*.mm) via a configurable pipeline configuration file. -
sm-cli: A CLI tool to inspect, visualize, or modify simple maps
*.simplemap(from a SLAM mapping session). - txt2mm: CLI tool to convert pointclouds from CSV/TXT files to mp2p_icp mm.
Key C++ classes provided by this project (see full docs):
-
mp2p_icp::metric_map_t: A generic data type to store raw or processed point clouds, e.g. segmented, discrete extracted features. Note that filtering point clouds is intentionally left outside of the scope of this library. See MOLA for possible implementations. -
mp2p_icp::ICP_Base: A uniform API for matching those generic point clouds. - Implementations/wrappers of different ICP algorithms under such uniform API.
- The library exposes both, complete iterative ICP algorithms, and the underlying optimal transformation estimators which are run at each ICP iteration.

Changelog for package mp2p_icp
2.1.2 (2025-11-28)
- mm-viewer: Automatic retry to load maps if missing plugins, trying to reload with libmola_metric_maps.so
- Enable coverage run for noble docker image
- Add new unit tests
- docs: fix broken formatting of filters page
- Merge pull request #14 deskew filter: refactoring to handle arbitrary point fields
- get code ready for API update in MRPT 2.15.3
- Fix build w/o imu library
- mm-viewer: add keystrokes shift+cursor arrows to move up/down
- Add Codecov badge to README
- MLS filter: add progress report logging
- Contributors: Jose Luis Blanco-Claraco
2.1.1 (2025-11-08)
- FIX: SanityCheck was triggering as errors optional pointcloud fields in XYZIRT clouds
- FIX: Throw exception instead of crashing if FilterDeskew is invoked with an empty local velocity buffer
- Fix yaml file for not using mola_yaml extensions
- Add more sm2mm demo pipelines
- Contributors: Jose Luis Blanco-Claraco
2.1.0 (2025-10-28)
- Merge pull request #13 from MOLAorg/fix/filterdecimate-bug
- Add unit test for FilterDecimateVoxel
- mm-viewer: ensure proper order of opengl object destruction
- Add more debug traces for Filters
- Generator: Add more info on layer contents in debug traces
- FIX: Avoid crash in FilterVoxelSlice if there are no points in the ROI
- Merge pull request #12 from MOLAorg/feat/mls Implemented MLS filter
- Merge pull request #11 from MOLAorg/feat/use-faster-insertion Use the faster insertion-with-context in MRPT 2.15.0
- Update to build using CGenericPointsMap in upcoming MRPT >=2.15
- Merge pull request #10 from MOLAorg/fix/ci
- Upgrade CircleCI images to u24.04
- Fix build out of ROS and w/o IMU preintegration
- Update mola_common version
- Fix: Warning message missing new line
- FilterDecimateVoxels: add new parameter 'minimum_points_per_voxel'
- Fix docs typo
- Update docs for Deskew filter
- Update README.md badges
- Contributors: Jose Luis Blanco-Claraco
2.0.0 (2025-10-13)
- Merge pull request #9 from MOLAorg/feature/better-lio Better LIO
- sm2mm cli app: add --profiler flag
- demo sm2mm pipelines: add deskew method entry
- CI: Add another pipeline without TBB
- FIX: bug in non-TBB serial implementation of GN optimizer
- CI: add running unit tests
- FIX: potential crash in FilterDeskew
- Add deskew unit tests
- Add unit test for cov2cov optimizer
- Add 'name' property to all generators and filters for disaggregated stats
- Allow building without the IMU library
- Update mola_common to 0.5.1
- clang-tidy fixes
- Remove dead code
- Refactor errorTerm for pt2pt for better reusability
- mm-viewer: add combo box to select intensity colormap
- Add docs for filters
- BUGFIX: FilterMerge would lost all point fields except XYZ
- Remove external libpointmatcher
- Update formatter script
- icp log viewer: more options for cov2cov visualization
- Define virtual API MetricMapMergeCapable
- fix bug in FilterByIntensity params parser
- Render cov2cov pairings
- FilterByRange new parameter: metric_l_infinity
- FilterDecimateAdaptive now exploits parallelization
- Progress visualizing cov2cov pairings
- New cov2cov ICP optimizer
- Implement a new Cov2Cov matcher
- Make Matcher_Points_Base::transform_local_to_global() to use TBB, and remove unused parameters
- Add [[nodiscard]] to estimate_points_eigen()
- BBox filter: fix target layer must be same type than input
- Use fractional integers for faster sampling
File truncated at 100 lines see the full file
Package Dependencies
| Deps | Name |
|---|---|
| ros_environment | |
| catkin | |
| mola_common | |
| mrpt_libbase | |
| mrpt_libobs | |
| mrpt_libposes | |
| mrpt_libmaps | |
| mrpt_libgui | |
| mrpt_libtclap | |
| mola_imu_preintegration |
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mp2p_icp at Robotics Stack Exchange
Package Summary
| Version | 2.1.2 |
| License | BSD-3-Clause |
| Build type | CATKIN |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mp2p_icp.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2025-11-28 |
| Dev Status | DEVELOPED |
| Released | RELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
| Distro | Build dev | Build releases | Stable version |
|---|---|---|---|
| ROS 2 Humble (u22.04) | amd64 arm64 |
||
| ROS 2 Jazzy @ u24.04 | amd64 arm64 |
||
| ROS 2 Kilted @ u24.04 | amd64 arm64 |
||
| ROS 2 Rolling (u24.04) | amd64 arm64 |
| EOL Distro | Last release |
|---|---|
| ROS1 Noetic (u20.04) | |
| ROS 2 Iron (u22.04) |
mp2p_icp
C++ libraries for multi primitive-to-primitive (MP2P) ICP algorithms and flexible point cloud processing pipelines. mp2p_icp is used in the mola_lidar_odometry framework:
- Main library documentation and C++ API
- License: New BSD 3-Clause (Note that each module of MOLA has its own license)
Introduction
The project provides these C++ libraries:
-
mp2p_icp_map: Provides themp2p_icp::metric_map_tgeneric metric map container. Metric map files with extension*.mmare serializations of instances of this class. -
mp2p_icp_common: Provides utility classes likeParameterSourcesand IMU-based velocity buffers. -
mp2p_icp: With ICP algorithms. It depends onmp2p_icp_map. -
mp2p_icp_filters: With point cloud filtering and manipulation algorithms. It depends onmp2p_icp_map.
And these applications:
-
kitti2mm: Converts KITTI-like
.binfiles to.mmfiles. -
mm-filter: CLI tool to apply a pipeline to an input metric map (
*.mm), saving the result as another metric map file. -
mm-info: CLI tool to read a metric map (
*.mm) and describe its contents. - mm-viewer: GUI tool to visualize .mm (metric map) files.
-
mm2txt: CLI tool to export the layers of a metric map (
*.mm) as CSV/TXT. - icp-log-viewer: GUI to inspect results from ICP runs.
- icp-run: Standalone program to run ICP pipelines.
-
sm2mm: A CLI tool to convert a simple map
*.simplemap(from a SLAM mapping session) into a metric map (*.mm) via a configurable pipeline configuration file. -
sm-cli: A CLI tool to inspect, visualize, or modify simple maps
*.simplemap(from a SLAM mapping session). - txt2mm: CLI tool to convert pointclouds from CSV/TXT files to mp2p_icp mm.
Key C++ classes provided by this project (see full docs):
-
mp2p_icp::metric_map_t: A generic data type to store raw or processed point clouds, e.g. segmented, discrete extracted features. Note that filtering point clouds is intentionally left outside of the scope of this library. See MOLA for possible implementations. -
mp2p_icp::ICP_Base: A uniform API for matching those generic point clouds. - Implementations/wrappers of different ICP algorithms under such uniform API.
- The library exposes both, complete iterative ICP algorithms, and the underlying optimal transformation estimators which are run at each ICP iteration.

Changelog for package mp2p_icp
2.1.2 (2025-11-28)
- mm-viewer: Automatic retry to load maps if missing plugins, trying to reload with libmola_metric_maps.so
- Enable coverage run for noble docker image
- Add new unit tests
- docs: fix broken formatting of filters page
- Merge pull request #14 deskew filter: refactoring to handle arbitrary point fields
- get code ready for API update in MRPT 2.15.3
- Fix build w/o imu library
- mm-viewer: add keystrokes shift+cursor arrows to move up/down
- Add Codecov badge to README
- MLS filter: add progress report logging
- Contributors: Jose Luis Blanco-Claraco
2.1.1 (2025-11-08)
- FIX: SanityCheck was triggering as errors optional pointcloud fields in XYZIRT clouds
- FIX: Throw exception instead of crashing if FilterDeskew is invoked with an empty local velocity buffer
- Fix yaml file for not using mola_yaml extensions
- Add more sm2mm demo pipelines
- Contributors: Jose Luis Blanco-Claraco
2.1.0 (2025-10-28)
- Merge pull request #13 from MOLAorg/fix/filterdecimate-bug
- Add unit test for FilterDecimateVoxel
- mm-viewer: ensure proper order of opengl object destruction
- Add more debug traces for Filters
- Generator: Add more info on layer contents in debug traces
- FIX: Avoid crash in FilterVoxelSlice if there are no points in the ROI
- Merge pull request #12 from MOLAorg/feat/mls Implemented MLS filter
- Merge pull request #11 from MOLAorg/feat/use-faster-insertion Use the faster insertion-with-context in MRPT 2.15.0
- Update to build using CGenericPointsMap in upcoming MRPT >=2.15
- Merge pull request #10 from MOLAorg/fix/ci
- Upgrade CircleCI images to u24.04
- Fix build out of ROS and w/o IMU preintegration
- Update mola_common version
- Fix: Warning message missing new line
- FilterDecimateVoxels: add new parameter 'minimum_points_per_voxel'
- Fix docs typo
- Update docs for Deskew filter
- Update README.md badges
- Contributors: Jose Luis Blanco-Claraco
2.0.0 (2025-10-13)
- Merge pull request #9 from MOLAorg/feature/better-lio Better LIO
- sm2mm cli app: add --profiler flag
- demo sm2mm pipelines: add deskew method entry
- CI: Add another pipeline without TBB
- FIX: bug in non-TBB serial implementation of GN optimizer
- CI: add running unit tests
- FIX: potential crash in FilterDeskew
- Add deskew unit tests
- Add unit test for cov2cov optimizer
- Add 'name' property to all generators and filters for disaggregated stats
- Allow building without the IMU library
- Update mola_common to 0.5.1
- clang-tidy fixes
- Remove dead code
- Refactor errorTerm for pt2pt for better reusability
- mm-viewer: add combo box to select intensity colormap
- Add docs for filters
- BUGFIX: FilterMerge would lost all point fields except XYZ
- Remove external libpointmatcher
- Update formatter script
- icp log viewer: more options for cov2cov visualization
- Define virtual API MetricMapMergeCapable
- fix bug in FilterByIntensity params parser
- Render cov2cov pairings
- FilterByRange new parameter: metric_l_infinity
- FilterDecimateAdaptive now exploits parallelization
- Progress visualizing cov2cov pairings
- New cov2cov ICP optimizer
- Implement a new Cov2Cov matcher
- Make Matcher_Points_Base::transform_local_to_global() to use TBB, and remove unused parameters
- Add [[nodiscard]] to estimate_points_eigen()
- BBox filter: fix target layer must be same type than input
- Use fractional integers for faster sampling
File truncated at 100 lines see the full file
Package Dependencies
| Deps | Name |
|---|---|
| ros_environment | |
| catkin | |
| mola_common | |
| mrpt_libbase | |
| mrpt_libobs | |
| mrpt_libposes | |
| mrpt_libmaps | |
| mrpt_libgui | |
| mrpt_libtclap | |
| mola_imu_preintegration |
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mp2p_icp at Robotics Stack Exchange
Package Summary
| Version | 2.1.2 |
| License | BSD-3-Clause |
| Build type | CATKIN |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mp2p_icp.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2025-11-28 |
| Dev Status | DEVELOPED |
| Released | RELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
| Distro | Build dev | Build releases | Stable version |
|---|---|---|---|
| ROS 2 Humble (u22.04) | amd64 arm64 |
||
| ROS 2 Jazzy @ u24.04 | amd64 arm64 |
||
| ROS 2 Kilted @ u24.04 | amd64 arm64 |
||
| ROS 2 Rolling (u24.04) | amd64 arm64 |
| EOL Distro | Last release |
|---|---|
| ROS1 Noetic (u20.04) | |
| ROS 2 Iron (u22.04) |
mp2p_icp
C++ libraries for multi primitive-to-primitive (MP2P) ICP algorithms and flexible point cloud processing pipelines. mp2p_icp is used in the mola_lidar_odometry framework:
- Main library documentation and C++ API
- License: New BSD 3-Clause (Note that each module of MOLA has its own license)
Introduction
The project provides these C++ libraries:
-
mp2p_icp_map: Provides themp2p_icp::metric_map_tgeneric metric map container. Metric map files with extension*.mmare serializations of instances of this class. -
mp2p_icp_common: Provides utility classes likeParameterSourcesand IMU-based velocity buffers. -
mp2p_icp: With ICP algorithms. It depends onmp2p_icp_map. -
mp2p_icp_filters: With point cloud filtering and manipulation algorithms. It depends onmp2p_icp_map.
And these applications:
-
kitti2mm: Converts KITTI-like
.binfiles to.mmfiles. -
mm-filter: CLI tool to apply a pipeline to an input metric map (
*.mm), saving the result as another metric map file. -
mm-info: CLI tool to read a metric map (
*.mm) and describe its contents. - mm-viewer: GUI tool to visualize .mm (metric map) files.
-
mm2txt: CLI tool to export the layers of a metric map (
*.mm) as CSV/TXT. - icp-log-viewer: GUI to inspect results from ICP runs.
- icp-run: Standalone program to run ICP pipelines.
-
sm2mm: A CLI tool to convert a simple map
*.simplemap(from a SLAM mapping session) into a metric map (*.mm) via a configurable pipeline configuration file. -
sm-cli: A CLI tool to inspect, visualize, or modify simple maps
*.simplemap(from a SLAM mapping session). - txt2mm: CLI tool to convert pointclouds from CSV/TXT files to mp2p_icp mm.
Key C++ classes provided by this project (see full docs):
-
mp2p_icp::metric_map_t: A generic data type to store raw or processed point clouds, e.g. segmented, discrete extracted features. Note that filtering point clouds is intentionally left outside of the scope of this library. See MOLA for possible implementations. -
mp2p_icp::ICP_Base: A uniform API for matching those generic point clouds. - Implementations/wrappers of different ICP algorithms under such uniform API.
- The library exposes both, complete iterative ICP algorithms, and the underlying optimal transformation estimators which are run at each ICP iteration.

Changelog for package mp2p_icp
2.1.2 (2025-11-28)
- mm-viewer: Automatic retry to load maps if missing plugins, trying to reload with libmola_metric_maps.so
- Enable coverage run for noble docker image
- Add new unit tests
- docs: fix broken formatting of filters page
- Merge pull request #14 deskew filter: refactoring to handle arbitrary point fields
- get code ready for API update in MRPT 2.15.3
- Fix build w/o imu library
- mm-viewer: add keystrokes shift+cursor arrows to move up/down
- Add Codecov badge to README
- MLS filter: add progress report logging
- Contributors: Jose Luis Blanco-Claraco
2.1.1 (2025-11-08)
- FIX: SanityCheck was triggering as errors optional pointcloud fields in XYZIRT clouds
- FIX: Throw exception instead of crashing if FilterDeskew is invoked with an empty local velocity buffer
- Fix yaml file for not using mola_yaml extensions
- Add more sm2mm demo pipelines
- Contributors: Jose Luis Blanco-Claraco
2.1.0 (2025-10-28)
- Merge pull request #13 from MOLAorg/fix/filterdecimate-bug
- Add unit test for FilterDecimateVoxel
- mm-viewer: ensure proper order of opengl object destruction
- Add more debug traces for Filters
- Generator: Add more info on layer contents in debug traces
- FIX: Avoid crash in FilterVoxelSlice if there are no points in the ROI
- Merge pull request #12 from MOLAorg/feat/mls Implemented MLS filter
- Merge pull request #11 from MOLAorg/feat/use-faster-insertion Use the faster insertion-with-context in MRPT 2.15.0
- Update to build using CGenericPointsMap in upcoming MRPT >=2.15
- Merge pull request #10 from MOLAorg/fix/ci
- Upgrade CircleCI images to u24.04
- Fix build out of ROS and w/o IMU preintegration
- Update mola_common version
- Fix: Warning message missing new line
- FilterDecimateVoxels: add new parameter 'minimum_points_per_voxel'
- Fix docs typo
- Update docs for Deskew filter
- Update README.md badges
- Contributors: Jose Luis Blanco-Claraco
2.0.0 (2025-10-13)
- Merge pull request #9 from MOLAorg/feature/better-lio Better LIO
- sm2mm cli app: add --profiler flag
- demo sm2mm pipelines: add deskew method entry
- CI: Add another pipeline without TBB
- FIX: bug in non-TBB serial implementation of GN optimizer
- CI: add running unit tests
- FIX: potential crash in FilterDeskew
- Add deskew unit tests
- Add unit test for cov2cov optimizer
- Add 'name' property to all generators and filters for disaggregated stats
- Allow building without the IMU library
- Update mola_common to 0.5.1
- clang-tidy fixes
- Remove dead code
- Refactor errorTerm for pt2pt for better reusability
- mm-viewer: add combo box to select intensity colormap
- Add docs for filters
- BUGFIX: FilterMerge would lost all point fields except XYZ
- Remove external libpointmatcher
- Update formatter script
- icp log viewer: more options for cov2cov visualization
- Define virtual API MetricMapMergeCapable
- fix bug in FilterByIntensity params parser
- Render cov2cov pairings
- FilterByRange new parameter: metric_l_infinity
- FilterDecimateAdaptive now exploits parallelization
- Progress visualizing cov2cov pairings
- New cov2cov ICP optimizer
- Implement a new Cov2Cov matcher
- Make Matcher_Points_Base::transform_local_to_global() to use TBB, and remove unused parameters
- Add [[nodiscard]] to estimate_points_eigen()
- BBox filter: fix target layer must be same type than input
- Use fractional integers for faster sampling
File truncated at 100 lines see the full file
Package Dependencies
| Deps | Name |
|---|---|
| ros_environment | |
| catkin | |
| mola_common | |
| mrpt_libbase | |
| mrpt_libobs | |
| mrpt_libposes | |
| mrpt_libmaps | |
| mrpt_libgui | |
| mrpt_libtclap | |
| mola_imu_preintegration |
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mp2p_icp at Robotics Stack Exchange
Package Summary
| Version | 2.1.2 |
| License | BSD-3-Clause |
| Build type | CATKIN |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mp2p_icp.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2025-11-28 |
| Dev Status | DEVELOPED |
| Released | RELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
| Distro | Build dev | Build releases | Stable version |
|---|---|---|---|
| ROS 2 Humble (u22.04) | amd64 arm64 |
||
| ROS 2 Jazzy @ u24.04 | amd64 arm64 |
||
| ROS 2 Kilted @ u24.04 | amd64 arm64 |
||
| ROS 2 Rolling (u24.04) | amd64 arm64 |
| EOL Distro | Last release |
|---|---|
| ROS1 Noetic (u20.04) | |
| ROS 2 Iron (u22.04) |
mp2p_icp
C++ libraries for multi primitive-to-primitive (MP2P) ICP algorithms and flexible point cloud processing pipelines. mp2p_icp is used in the mola_lidar_odometry framework:
- Main library documentation and C++ API
- License: New BSD 3-Clause (Note that each module of MOLA has its own license)
Introduction
The project provides these C++ libraries:
-
mp2p_icp_map: Provides themp2p_icp::metric_map_tgeneric metric map container. Metric map files with extension*.mmare serializations of instances of this class. -
mp2p_icp_common: Provides utility classes likeParameterSourcesand IMU-based velocity buffers. -
mp2p_icp: With ICP algorithms. It depends onmp2p_icp_map. -
mp2p_icp_filters: With point cloud filtering and manipulation algorithms. It depends onmp2p_icp_map.
And these applications:
-
kitti2mm: Converts KITTI-like
.binfiles to.mmfiles. -
mm-filter: CLI tool to apply a pipeline to an input metric map (
*.mm), saving the result as another metric map file. -
mm-info: CLI tool to read a metric map (
*.mm) and describe its contents. - mm-viewer: GUI tool to visualize .mm (metric map) files.
-
mm2txt: CLI tool to export the layers of a metric map (
*.mm) as CSV/TXT. - icp-log-viewer: GUI to inspect results from ICP runs.
- icp-run: Standalone program to run ICP pipelines.
-
sm2mm: A CLI tool to convert a simple map
*.simplemap(from a SLAM mapping session) into a metric map (*.mm) via a configurable pipeline configuration file. -
sm-cli: A CLI tool to inspect, visualize, or modify simple maps
*.simplemap(from a SLAM mapping session). - txt2mm: CLI tool to convert pointclouds from CSV/TXT files to mp2p_icp mm.
Key C++ classes provided by this project (see full docs):
-
mp2p_icp::metric_map_t: A generic data type to store raw or processed point clouds, e.g. segmented, discrete extracted features. Note that filtering point clouds is intentionally left outside of the scope of this library. See MOLA for possible implementations. -
mp2p_icp::ICP_Base: A uniform API for matching those generic point clouds. - Implementations/wrappers of different ICP algorithms under such uniform API.
- The library exposes both, complete iterative ICP algorithms, and the underlying optimal transformation estimators which are run at each ICP iteration.

Changelog for package mp2p_icp
2.1.2 (2025-11-28)
- mm-viewer: Automatic retry to load maps if missing plugins, trying to reload with libmola_metric_maps.so
- Enable coverage run for noble docker image
- Add new unit tests
- docs: fix broken formatting of filters page
- Merge pull request #14 deskew filter: refactoring to handle arbitrary point fields
- get code ready for API update in MRPT 2.15.3
- Fix build w/o imu library
- mm-viewer: add keystrokes shift+cursor arrows to move up/down
- Add Codecov badge to README
- MLS filter: add progress report logging
- Contributors: Jose Luis Blanco-Claraco
2.1.1 (2025-11-08)
- FIX: SanityCheck was triggering as errors optional pointcloud fields in XYZIRT clouds
- FIX: Throw exception instead of crashing if FilterDeskew is invoked with an empty local velocity buffer
- Fix yaml file for not using mola_yaml extensions
- Add more sm2mm demo pipelines
- Contributors: Jose Luis Blanco-Claraco
2.1.0 (2025-10-28)
- Merge pull request #13 from MOLAorg/fix/filterdecimate-bug
- Add unit test for FilterDecimateVoxel
- mm-viewer: ensure proper order of opengl object destruction
- Add more debug traces for Filters
- Generator: Add more info on layer contents in debug traces
- FIX: Avoid crash in FilterVoxelSlice if there are no points in the ROI
- Merge pull request #12 from MOLAorg/feat/mls Implemented MLS filter
- Merge pull request #11 from MOLAorg/feat/use-faster-insertion Use the faster insertion-with-context in MRPT 2.15.0
- Update to build using CGenericPointsMap in upcoming MRPT >=2.15
- Merge pull request #10 from MOLAorg/fix/ci
- Upgrade CircleCI images to u24.04
- Fix build out of ROS and w/o IMU preintegration
- Update mola_common version
- Fix: Warning message missing new line
- FilterDecimateVoxels: add new parameter 'minimum_points_per_voxel'
- Fix docs typo
- Update docs for Deskew filter
- Update README.md badges
- Contributors: Jose Luis Blanco-Claraco
2.0.0 (2025-10-13)
- Merge pull request #9 from MOLAorg/feature/better-lio Better LIO
- sm2mm cli app: add --profiler flag
- demo sm2mm pipelines: add deskew method entry
- CI: Add another pipeline without TBB
- FIX: bug in non-TBB serial implementation of GN optimizer
- CI: add running unit tests
- FIX: potential crash in FilterDeskew
- Add deskew unit tests
- Add unit test for cov2cov optimizer
- Add 'name' property to all generators and filters for disaggregated stats
- Allow building without the IMU library
- Update mola_common to 0.5.1
- clang-tidy fixes
- Remove dead code
- Refactor errorTerm for pt2pt for better reusability
- mm-viewer: add combo box to select intensity colormap
- Add docs for filters
- BUGFIX: FilterMerge would lost all point fields except XYZ
- Remove external libpointmatcher
- Update formatter script
- icp log viewer: more options for cov2cov visualization
- Define virtual API MetricMapMergeCapable
- fix bug in FilterByIntensity params parser
- Render cov2cov pairings
- FilterByRange new parameter: metric_l_infinity
- FilterDecimateAdaptive now exploits parallelization
- Progress visualizing cov2cov pairings
- New cov2cov ICP optimizer
- Implement a new Cov2Cov matcher
- Make Matcher_Points_Base::transform_local_to_global() to use TBB, and remove unused parameters
- Add [[nodiscard]] to estimate_points_eigen()
- BBox filter: fix target layer must be same type than input
- Use fractional integers for faster sampling
File truncated at 100 lines see the full file
Package Dependencies
| Deps | Name |
|---|---|
| ros_environment | |
| catkin | |
| mola_common | |
| mrpt_libbase | |
| mrpt_libobs | |
| mrpt_libposes | |
| mrpt_libmaps | |
| mrpt_libgui | |
| mrpt_libtclap | |
| mola_imu_preintegration |
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mp2p_icp at Robotics Stack Exchange
Package Summary
| Version | 2.1.2 |
| License | BSD-3-Clause |
| Build type | CATKIN |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mp2p_icp.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2025-11-28 |
| Dev Status | DEVELOPED |
| Released | RELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
| Distro | Build dev | Build releases | Stable version |
|---|---|---|---|
| ROS 2 Humble (u22.04) | amd64 arm64 |
||
| ROS 2 Jazzy @ u24.04 | amd64 arm64 |
||
| ROS 2 Kilted @ u24.04 | amd64 arm64 |
||
| ROS 2 Rolling (u24.04) | amd64 arm64 |
| EOL Distro | Last release |
|---|---|
| ROS1 Noetic (u20.04) | |
| ROS 2 Iron (u22.04) |
mp2p_icp
C++ libraries for multi primitive-to-primitive (MP2P) ICP algorithms and flexible point cloud processing pipelines. mp2p_icp is used in the mola_lidar_odometry framework:
- Main library documentation and C++ API
- License: New BSD 3-Clause (Note that each module of MOLA has its own license)
Introduction
The project provides these C++ libraries:
-
mp2p_icp_map: Provides themp2p_icp::metric_map_tgeneric metric map container. Metric map files with extension*.mmare serializations of instances of this class. -
mp2p_icp_common: Provides utility classes likeParameterSourcesand IMU-based velocity buffers. -
mp2p_icp: With ICP algorithms. It depends onmp2p_icp_map. -
mp2p_icp_filters: With point cloud filtering and manipulation algorithms. It depends onmp2p_icp_map.
And these applications:
-
kitti2mm: Converts KITTI-like
.binfiles to.mmfiles. -
mm-filter: CLI tool to apply a pipeline to an input metric map (
*.mm), saving the result as another metric map file. -
mm-info: CLI tool to read a metric map (
*.mm) and describe its contents. - mm-viewer: GUI tool to visualize .mm (metric map) files.
-
mm2txt: CLI tool to export the layers of a metric map (
*.mm) as CSV/TXT. - icp-log-viewer: GUI to inspect results from ICP runs.
- icp-run: Standalone program to run ICP pipelines.
-
sm2mm: A CLI tool to convert a simple map
*.simplemap(from a SLAM mapping session) into a metric map (*.mm) via a configurable pipeline configuration file. -
sm-cli: A CLI tool to inspect, visualize, or modify simple maps
*.simplemap(from a SLAM mapping session). - txt2mm: CLI tool to convert pointclouds from CSV/TXT files to mp2p_icp mm.
Key C++ classes provided by this project (see full docs):
-
mp2p_icp::metric_map_t: A generic data type to store raw or processed point clouds, e.g. segmented, discrete extracted features. Note that filtering point clouds is intentionally left outside of the scope of this library. See MOLA for possible implementations. -
mp2p_icp::ICP_Base: A uniform API for matching those generic point clouds. - Implementations/wrappers of different ICP algorithms under such uniform API.
- The library exposes both, complete iterative ICP algorithms, and the underlying optimal transformation estimators which are run at each ICP iteration.

Changelog for package mp2p_icp
2.1.2 (2025-11-28)
- mm-viewer: Automatic retry to load maps if missing plugins, trying to reload with libmola_metric_maps.so
- Enable coverage run for noble docker image
- Add new unit tests
- docs: fix broken formatting of filters page
- Merge pull request #14 deskew filter: refactoring to handle arbitrary point fields
- get code ready for API update in MRPT 2.15.3
- Fix build w/o imu library
- mm-viewer: add keystrokes shift+cursor arrows to move up/down
- Add Codecov badge to README
- MLS filter: add progress report logging
- Contributors: Jose Luis Blanco-Claraco
2.1.1 (2025-11-08)
- FIX: SanityCheck was triggering as errors optional pointcloud fields in XYZIRT clouds
- FIX: Throw exception instead of crashing if FilterDeskew is invoked with an empty local velocity buffer
- Fix yaml file for not using mola_yaml extensions
- Add more sm2mm demo pipelines
- Contributors: Jose Luis Blanco-Claraco
2.1.0 (2025-10-28)
- Merge pull request #13 from MOLAorg/fix/filterdecimate-bug
- Add unit test for FilterDecimateVoxel
- mm-viewer: ensure proper order of opengl object destruction
- Add more debug traces for Filters
- Generator: Add more info on layer contents in debug traces
- FIX: Avoid crash in FilterVoxelSlice if there are no points in the ROI
- Merge pull request #12 from MOLAorg/feat/mls Implemented MLS filter
- Merge pull request #11 from MOLAorg/feat/use-faster-insertion Use the faster insertion-with-context in MRPT 2.15.0
- Update to build using CGenericPointsMap in upcoming MRPT >=2.15
- Merge pull request #10 from MOLAorg/fix/ci
- Upgrade CircleCI images to u24.04
- Fix build out of ROS and w/o IMU preintegration
- Update mola_common version
- Fix: Warning message missing new line
- FilterDecimateVoxels: add new parameter 'minimum_points_per_voxel'
- Fix docs typo
- Update docs for Deskew filter
- Update README.md badges
- Contributors: Jose Luis Blanco-Claraco
2.0.0 (2025-10-13)
- Merge pull request #9 from MOLAorg/feature/better-lio Better LIO
- sm2mm cli app: add --profiler flag
- demo sm2mm pipelines: add deskew method entry
- CI: Add another pipeline without TBB
- FIX: bug in non-TBB serial implementation of GN optimizer
- CI: add running unit tests
- FIX: potential crash in FilterDeskew
- Add deskew unit tests
- Add unit test for cov2cov optimizer
- Add 'name' property to all generators and filters for disaggregated stats
- Allow building without the IMU library
- Update mola_common to 0.5.1
- clang-tidy fixes
- Remove dead code
- Refactor errorTerm for pt2pt for better reusability
- mm-viewer: add combo box to select intensity colormap
- Add docs for filters
- BUGFIX: FilterMerge would lost all point fields except XYZ
- Remove external libpointmatcher
- Update formatter script
- icp log viewer: more options for cov2cov visualization
- Define virtual API MetricMapMergeCapable
- fix bug in FilterByIntensity params parser
- Render cov2cov pairings
- FilterByRange new parameter: metric_l_infinity
- FilterDecimateAdaptive now exploits parallelization
- Progress visualizing cov2cov pairings
- New cov2cov ICP optimizer
- Implement a new Cov2Cov matcher
- Make Matcher_Points_Base::transform_local_to_global() to use TBB, and remove unused parameters
- Add [[nodiscard]] to estimate_points_eigen()
- BBox filter: fix target layer must be same type than input
- Use fractional integers for faster sampling
File truncated at 100 lines see the full file
Package Dependencies
| Deps | Name |
|---|---|
| ros_environment | |
| catkin | |
| mola_common | |
| mrpt_libbase | |
| mrpt_libobs | |
| mrpt_libposes | |
| mrpt_libmaps | |
| mrpt_libgui | |
| mrpt_libtclap | |
| mola_imu_preintegration |
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mp2p_icp at Robotics Stack Exchange
Package Summary
| Version | 2.1.2 |
| License | BSD-3-Clause |
| Build type | CATKIN |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mp2p_icp.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2025-11-28 |
| Dev Status | DEVELOPED |
| Released | RELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
| Distro | Build dev | Build releases | Stable version |
|---|---|---|---|
| ROS 2 Humble (u22.04) | amd64 arm64 |
||
| ROS 2 Jazzy @ u24.04 | amd64 arm64 |
||
| ROS 2 Kilted @ u24.04 | amd64 arm64 |
||
| ROS 2 Rolling (u24.04) | amd64 arm64 |
| EOL Distro | Last release |
|---|---|
| ROS1 Noetic (u20.04) | |
| ROS 2 Iron (u22.04) |
mp2p_icp
C++ libraries for multi primitive-to-primitive (MP2P) ICP algorithms and flexible point cloud processing pipelines. mp2p_icp is used in the mola_lidar_odometry framework:
- Main library documentation and C++ API
- License: New BSD 3-Clause (Note that each module of MOLA has its own license)
Introduction
The project provides these C++ libraries:
-
mp2p_icp_map: Provides themp2p_icp::metric_map_tgeneric metric map container. Metric map files with extension*.mmare serializations of instances of this class. -
mp2p_icp_common: Provides utility classes likeParameterSourcesand IMU-based velocity buffers. -
mp2p_icp: With ICP algorithms. It depends onmp2p_icp_map. -
mp2p_icp_filters: With point cloud filtering and manipulation algorithms. It depends onmp2p_icp_map.
And these applications:
-
kitti2mm: Converts KITTI-like
.binfiles to.mmfiles. -
mm-filter: CLI tool to apply a pipeline to an input metric map (
*.mm), saving the result as another metric map file. -
mm-info: CLI tool to read a metric map (
*.mm) and describe its contents. - mm-viewer: GUI tool to visualize .mm (metric map) files.
-
mm2txt: CLI tool to export the layers of a metric map (
*.mm) as CSV/TXT. - icp-log-viewer: GUI to inspect results from ICP runs.
- icp-run: Standalone program to run ICP pipelines.
-
sm2mm: A CLI tool to convert a simple map
*.simplemap(from a SLAM mapping session) into a metric map (*.mm) via a configurable pipeline configuration file. -
sm-cli: A CLI tool to inspect, visualize, or modify simple maps
*.simplemap(from a SLAM mapping session). - txt2mm: CLI tool to convert pointclouds from CSV/TXT files to mp2p_icp mm.
Key C++ classes provided by this project (see full docs):
-
mp2p_icp::metric_map_t: A generic data type to store raw or processed point clouds, e.g. segmented, discrete extracted features. Note that filtering point clouds is intentionally left outside of the scope of this library. See MOLA for possible implementations. -
mp2p_icp::ICP_Base: A uniform API for matching those generic point clouds. - Implementations/wrappers of different ICP algorithms under such uniform API.
- The library exposes both, complete iterative ICP algorithms, and the underlying optimal transformation estimators which are run at each ICP iteration.

Changelog for package mp2p_icp
2.1.2 (2025-11-28)
- mm-viewer: Automatic retry to load maps if missing plugins, trying to reload with libmola_metric_maps.so
- Enable coverage run for noble docker image
- Add new unit tests
- docs: fix broken formatting of filters page
- Merge pull request #14 deskew filter: refactoring to handle arbitrary point fields
- get code ready for API update in MRPT 2.15.3
- Fix build w/o imu library
- mm-viewer: add keystrokes shift+cursor arrows to move up/down
- Add Codecov badge to README
- MLS filter: add progress report logging
- Contributors: Jose Luis Blanco-Claraco
2.1.1 (2025-11-08)
- FIX: SanityCheck was triggering as errors optional pointcloud fields in XYZIRT clouds
- FIX: Throw exception instead of crashing if FilterDeskew is invoked with an empty local velocity buffer
- Fix yaml file for not using mola_yaml extensions
- Add more sm2mm demo pipelines
- Contributors: Jose Luis Blanco-Claraco
2.1.0 (2025-10-28)
- Merge pull request #13 from MOLAorg/fix/filterdecimate-bug
- Add unit test for FilterDecimateVoxel
- mm-viewer: ensure proper order of opengl object destruction
- Add more debug traces for Filters
- Generator: Add more info on layer contents in debug traces
- FIX: Avoid crash in FilterVoxelSlice if there are no points in the ROI
- Merge pull request #12 from MOLAorg/feat/mls Implemented MLS filter
- Merge pull request #11 from MOLAorg/feat/use-faster-insertion Use the faster insertion-with-context in MRPT 2.15.0
- Update to build using CGenericPointsMap in upcoming MRPT >=2.15
- Merge pull request #10 from MOLAorg/fix/ci
- Upgrade CircleCI images to u24.04
- Fix build out of ROS and w/o IMU preintegration
- Update mola_common version
- Fix: Warning message missing new line
- FilterDecimateVoxels: add new parameter 'minimum_points_per_voxel'
- Fix docs typo
- Update docs for Deskew filter
- Update README.md badges
- Contributors: Jose Luis Blanco-Claraco
2.0.0 (2025-10-13)
- Merge pull request #9 from MOLAorg/feature/better-lio Better LIO
- sm2mm cli app: add --profiler flag
- demo sm2mm pipelines: add deskew method entry
- CI: Add another pipeline without TBB
- FIX: bug in non-TBB serial implementation of GN optimizer
- CI: add running unit tests
- FIX: potential crash in FilterDeskew
- Add deskew unit tests
- Add unit test for cov2cov optimizer
- Add 'name' property to all generators and filters for disaggregated stats
- Allow building without the IMU library
- Update mola_common to 0.5.1
- clang-tidy fixes
- Remove dead code
- Refactor errorTerm for pt2pt for better reusability
- mm-viewer: add combo box to select intensity colormap
- Add docs for filters
- BUGFIX: FilterMerge would lost all point fields except XYZ
- Remove external libpointmatcher
- Update formatter script
- icp log viewer: more options for cov2cov visualization
- Define virtual API MetricMapMergeCapable
- fix bug in FilterByIntensity params parser
- Render cov2cov pairings
- FilterByRange new parameter: metric_l_infinity
- FilterDecimateAdaptive now exploits parallelization
- Progress visualizing cov2cov pairings
- New cov2cov ICP optimizer
- Implement a new Cov2Cov matcher
- Make Matcher_Points_Base::transform_local_to_global() to use TBB, and remove unused parameters
- Add [[nodiscard]] to estimate_points_eigen()
- BBox filter: fix target layer must be same type than input
- Use fractional integers for faster sampling
File truncated at 100 lines see the full file
Package Dependencies
| Deps | Name |
|---|---|
| ros_environment | |
| catkin | |
| mola_common | |
| mrpt_libbase | |
| mrpt_libobs | |
| mrpt_libposes | |
| mrpt_libmaps | |
| mrpt_libgui | |
| mrpt_libtclap | |
| mola_imu_preintegration |
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mp2p_icp at Robotics Stack Exchange
Package Summary
| Version | 2.1.2 |
| License | BSD-3-Clause |
| Build type | CATKIN |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mp2p_icp.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2025-11-28 |
| Dev Status | DEVELOPED |
| Released | RELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
| Distro | Build dev | Build releases | Stable version |
|---|---|---|---|
| ROS 2 Humble (u22.04) | amd64 arm64 |
||
| ROS 2 Jazzy @ u24.04 | amd64 arm64 |
||
| ROS 2 Kilted @ u24.04 | amd64 arm64 |
||
| ROS 2 Rolling (u24.04) | amd64 arm64 |
| EOL Distro | Last release |
|---|---|
| ROS1 Noetic (u20.04) | |
| ROS 2 Iron (u22.04) |
mp2p_icp
C++ libraries for multi primitive-to-primitive (MP2P) ICP algorithms and flexible point cloud processing pipelines. mp2p_icp is used in the mola_lidar_odometry framework:
- Main library documentation and C++ API
- License: New BSD 3-Clause (Note that each module of MOLA has its own license)
Introduction
The project provides these C++ libraries:
-
mp2p_icp_map: Provides themp2p_icp::metric_map_tgeneric metric map container. Metric map files with extension*.mmare serializations of instances of this class. -
mp2p_icp_common: Provides utility classes likeParameterSourcesand IMU-based velocity buffers. -
mp2p_icp: With ICP algorithms. It depends onmp2p_icp_map. -
mp2p_icp_filters: With point cloud filtering and manipulation algorithms. It depends onmp2p_icp_map.
And these applications:
-
kitti2mm: Converts KITTI-like
.binfiles to.mmfiles. -
mm-filter: CLI tool to apply a pipeline to an input metric map (
*.mm), saving the result as another metric map file. -
mm-info: CLI tool to read a metric map (
*.mm) and describe its contents. - mm-viewer: GUI tool to visualize .mm (metric map) files.
-
mm2txt: CLI tool to export the layers of a metric map (
*.mm) as CSV/TXT. - icp-log-viewer: GUI to inspect results from ICP runs.
- icp-run: Standalone program to run ICP pipelines.
-
sm2mm: A CLI tool to convert a simple map
*.simplemap(from a SLAM mapping session) into a metric map (*.mm) via a configurable pipeline configuration file. -
sm-cli: A CLI tool to inspect, visualize, or modify simple maps
*.simplemap(from a SLAM mapping session). - txt2mm: CLI tool to convert pointclouds from CSV/TXT files to mp2p_icp mm.
Key C++ classes provided by this project (see full docs):
-
mp2p_icp::metric_map_t: A generic data type to store raw or processed point clouds, e.g. segmented, discrete extracted features. Note that filtering point clouds is intentionally left outside of the scope of this library. See MOLA for possible implementations. -
mp2p_icp::ICP_Base: A uniform API for matching those generic point clouds. - Implementations/wrappers of different ICP algorithms under such uniform API.
- The library exposes both, complete iterative ICP algorithms, and the underlying optimal transformation estimators which are run at each ICP iteration.

Changelog for package mp2p_icp
2.1.2 (2025-11-28)
- mm-viewer: Automatic retry to load maps if missing plugins, trying to reload with libmola_metric_maps.so
- Enable coverage run for noble docker image
- Add new unit tests
- docs: fix broken formatting of filters page
- Merge pull request #14 deskew filter: refactoring to handle arbitrary point fields
- get code ready for API update in MRPT 2.15.3
- Fix build w/o imu library
- mm-viewer: add keystrokes shift+cursor arrows to move up/down
- Add Codecov badge to README
- MLS filter: add progress report logging
- Contributors: Jose Luis Blanco-Claraco
2.1.1 (2025-11-08)
- FIX: SanityCheck was triggering as errors optional pointcloud fields in XYZIRT clouds
- FIX: Throw exception instead of crashing if FilterDeskew is invoked with an empty local velocity buffer
- Fix yaml file for not using mola_yaml extensions
- Add more sm2mm demo pipelines
- Contributors: Jose Luis Blanco-Claraco
2.1.0 (2025-10-28)
- Merge pull request #13 from MOLAorg/fix/filterdecimate-bug
- Add unit test for FilterDecimateVoxel
- mm-viewer: ensure proper order of opengl object destruction
- Add more debug traces for Filters
- Generator: Add more info on layer contents in debug traces
- FIX: Avoid crash in FilterVoxelSlice if there are no points in the ROI
- Merge pull request #12 from MOLAorg/feat/mls Implemented MLS filter
- Merge pull request #11 from MOLAorg/feat/use-faster-insertion Use the faster insertion-with-context in MRPT 2.15.0
- Update to build using CGenericPointsMap in upcoming MRPT >=2.15
- Merge pull request #10 from MOLAorg/fix/ci
- Upgrade CircleCI images to u24.04
- Fix build out of ROS and w/o IMU preintegration
- Update mola_common version
- Fix: Warning message missing new line
- FilterDecimateVoxels: add new parameter 'minimum_points_per_voxel'
- Fix docs typo
- Update docs for Deskew filter
- Update README.md badges
- Contributors: Jose Luis Blanco-Claraco
2.0.0 (2025-10-13)
- Merge pull request #9 from MOLAorg/feature/better-lio Better LIO
- sm2mm cli app: add --profiler flag
- demo sm2mm pipelines: add deskew method entry
- CI: Add another pipeline without TBB
- FIX: bug in non-TBB serial implementation of GN optimizer
- CI: add running unit tests
- FIX: potential crash in FilterDeskew
- Add deskew unit tests
- Add unit test for cov2cov optimizer
- Add 'name' property to all generators and filters for disaggregated stats
- Allow building without the IMU library
- Update mola_common to 0.5.1
- clang-tidy fixes
- Remove dead code
- Refactor errorTerm for pt2pt for better reusability
- mm-viewer: add combo box to select intensity colormap
- Add docs for filters
- BUGFIX: FilterMerge would lost all point fields except XYZ
- Remove external libpointmatcher
- Update formatter script
- icp log viewer: more options for cov2cov visualization
- Define virtual API MetricMapMergeCapable
- fix bug in FilterByIntensity params parser
- Render cov2cov pairings
- FilterByRange new parameter: metric_l_infinity
- FilterDecimateAdaptive now exploits parallelization
- Progress visualizing cov2cov pairings
- New cov2cov ICP optimizer
- Implement a new Cov2Cov matcher
- Make Matcher_Points_Base::transform_local_to_global() to use TBB, and remove unused parameters
- Add [[nodiscard]] to estimate_points_eigen()
- BBox filter: fix target layer must be same type than input
- Use fractional integers for faster sampling
File truncated at 100 lines see the full file
Package Dependencies
| Deps | Name |
|---|---|
| ros_environment | |
| catkin | |
| mola_common | |
| mrpt_libbase | |
| mrpt_libobs | |
| mrpt_libposes | |
| mrpt_libmaps | |
| mrpt_libgui | |
| mrpt_libtclap | |
| mola_imu_preintegration |
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mp2p_icp at Robotics Stack Exchange
Package Summary
| Version | 2.1.2 |
| License | BSD-3-Clause |
| Build type | CATKIN |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mp2p_icp.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2025-11-28 |
| Dev Status | DEVELOPED |
| Released | RELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
| Distro | Build dev | Build releases | Stable version |
|---|---|---|---|
| ROS 2 Humble (u22.04) | amd64 arm64 |
||
| ROS 2 Jazzy @ u24.04 | amd64 arm64 |
||
| ROS 2 Kilted @ u24.04 | amd64 arm64 |
||
| ROS 2 Rolling (u24.04) | amd64 arm64 |
| EOL Distro | Last release |
|---|---|
| ROS1 Noetic (u20.04) | |
| ROS 2 Iron (u22.04) |
mp2p_icp
C++ libraries for multi primitive-to-primitive (MP2P) ICP algorithms and flexible point cloud processing pipelines. mp2p_icp is used in the mola_lidar_odometry framework:
- Main library documentation and C++ API
- License: New BSD 3-Clause (Note that each module of MOLA has its own license)
Introduction
The project provides these C++ libraries:
-
mp2p_icp_map: Provides themp2p_icp::metric_map_tgeneric metric map container. Metric map files with extension*.mmare serializations of instances of this class. -
mp2p_icp_common: Provides utility classes likeParameterSourcesand IMU-based velocity buffers. -
mp2p_icp: With ICP algorithms. It depends onmp2p_icp_map. -
mp2p_icp_filters: With point cloud filtering and manipulation algorithms. It depends onmp2p_icp_map.
And these applications:
-
kitti2mm: Converts KITTI-like
.binfiles to.mmfiles. -
mm-filter: CLI tool to apply a pipeline to an input metric map (
*.mm), saving the result as another metric map file. -
mm-info: CLI tool to read a metric map (
*.mm) and describe its contents. - mm-viewer: GUI tool to visualize .mm (metric map) files.
-
mm2txt: CLI tool to export the layers of a metric map (
*.mm) as CSV/TXT. - icp-log-viewer: GUI to inspect results from ICP runs.
- icp-run: Standalone program to run ICP pipelines.
-
sm2mm: A CLI tool to convert a simple map
*.simplemap(from a SLAM mapping session) into a metric map (*.mm) via a configurable pipeline configuration file. -
sm-cli: A CLI tool to inspect, visualize, or modify simple maps
*.simplemap(from a SLAM mapping session). - txt2mm: CLI tool to convert pointclouds from CSV/TXT files to mp2p_icp mm.
Key C++ classes provided by this project (see full docs):
-
mp2p_icp::metric_map_t: A generic data type to store raw or processed point clouds, e.g. segmented, discrete extracted features. Note that filtering point clouds is intentionally left outside of the scope of this library. See MOLA for possible implementations. -
mp2p_icp::ICP_Base: A uniform API for matching those generic point clouds. - Implementations/wrappers of different ICP algorithms under such uniform API.
- The library exposes both, complete iterative ICP algorithms, and the underlying optimal transformation estimators which are run at each ICP iteration.

Changelog for package mp2p_icp
2.1.2 (2025-11-28)
- mm-viewer: Automatic retry to load maps if missing plugins, trying to reload with libmola_metric_maps.so
- Enable coverage run for noble docker image
- Add new unit tests
- docs: fix broken formatting of filters page
- Merge pull request #14 deskew filter: refactoring to handle arbitrary point fields
- get code ready for API update in MRPT 2.15.3
- Fix build w/o imu library
- mm-viewer: add keystrokes shift+cursor arrows to move up/down
- Add Codecov badge to README
- MLS filter: add progress report logging
- Contributors: Jose Luis Blanco-Claraco
2.1.1 (2025-11-08)
- FIX: SanityCheck was triggering as errors optional pointcloud fields in XYZIRT clouds
- FIX: Throw exception instead of crashing if FilterDeskew is invoked with an empty local velocity buffer
- Fix yaml file for not using mola_yaml extensions
- Add more sm2mm demo pipelines
- Contributors: Jose Luis Blanco-Claraco
2.1.0 (2025-10-28)
- Merge pull request #13 from MOLAorg/fix/filterdecimate-bug
- Add unit test for FilterDecimateVoxel
- mm-viewer: ensure proper order of opengl object destruction
- Add more debug traces for Filters
- Generator: Add more info on layer contents in debug traces
- FIX: Avoid crash in FilterVoxelSlice if there are no points in the ROI
- Merge pull request #12 from MOLAorg/feat/mls Implemented MLS filter
- Merge pull request #11 from MOLAorg/feat/use-faster-insertion Use the faster insertion-with-context in MRPT 2.15.0
- Update to build using CGenericPointsMap in upcoming MRPT >=2.15
- Merge pull request #10 from MOLAorg/fix/ci
- Upgrade CircleCI images to u24.04
- Fix build out of ROS and w/o IMU preintegration
- Update mola_common version
- Fix: Warning message missing new line
- FilterDecimateVoxels: add new parameter 'minimum_points_per_voxel'
- Fix docs typo
- Update docs for Deskew filter
- Update README.md badges
- Contributors: Jose Luis Blanco-Claraco
2.0.0 (2025-10-13)
- Merge pull request #9 from MOLAorg/feature/better-lio Better LIO
- sm2mm cli app: add --profiler flag
- demo sm2mm pipelines: add deskew method entry
- CI: Add another pipeline without TBB
- FIX: bug in non-TBB serial implementation of GN optimizer
- CI: add running unit tests
- FIX: potential crash in FilterDeskew
- Add deskew unit tests
- Add unit test for cov2cov optimizer
- Add 'name' property to all generators and filters for disaggregated stats
- Allow building without the IMU library
- Update mola_common to 0.5.1
- clang-tidy fixes
- Remove dead code
- Refactor errorTerm for pt2pt for better reusability
- mm-viewer: add combo box to select intensity colormap
- Add docs for filters
- BUGFIX: FilterMerge would lost all point fields except XYZ
- Remove external libpointmatcher
- Update formatter script
- icp log viewer: more options for cov2cov visualization
- Define virtual API MetricMapMergeCapable
- fix bug in FilterByIntensity params parser
- Render cov2cov pairings
- FilterByRange new parameter: metric_l_infinity
- FilterDecimateAdaptive now exploits parallelization
- Progress visualizing cov2cov pairings
- New cov2cov ICP optimizer
- Implement a new Cov2Cov matcher
- Make Matcher_Points_Base::transform_local_to_global() to use TBB, and remove unused parameters
- Add [[nodiscard]] to estimate_points_eigen()
- BBox filter: fix target layer must be same type than input
- Use fractional integers for faster sampling
File truncated at 100 lines see the full file
Package Dependencies
| Deps | Name |
|---|---|
| ros_environment | |
| catkin | |
| mola_common | |
| mrpt_libbase | |
| mrpt_libobs | |
| mrpt_libposes | |
| mrpt_libmaps | |
| mrpt_libgui | |
| mrpt_libtclap | |
| mola_imu_preintegration |
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mp2p_icp at Robotics Stack Exchange
Package Summary
| Version | 2.1.2 |
| License | BSD-3-Clause |
| Build type | CATKIN |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mp2p_icp.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2025-11-28 |
| Dev Status | DEVELOPED |
| Released | RELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
| Distro | Build dev | Build releases | Stable version |
|---|---|---|---|
| ROS 2 Humble (u22.04) | amd64 arm64 |
||
| ROS 2 Jazzy @ u24.04 | amd64 arm64 |
||
| ROS 2 Kilted @ u24.04 | amd64 arm64 |
||
| ROS 2 Rolling (u24.04) | amd64 arm64 |
| EOL Distro | Last release |
|---|---|
| ROS1 Noetic (u20.04) | |
| ROS 2 Iron (u22.04) |
mp2p_icp
C++ libraries for multi primitive-to-primitive (MP2P) ICP algorithms and flexible point cloud processing pipelines. mp2p_icp is used in the mola_lidar_odometry framework:
- Main library documentation and C++ API
- License: New BSD 3-Clause (Note that each module of MOLA has its own license)
Introduction
The project provides these C++ libraries:
-
mp2p_icp_map: Provides themp2p_icp::metric_map_tgeneric metric map container. Metric map files with extension*.mmare serializations of instances of this class. -
mp2p_icp_common: Provides utility classes likeParameterSourcesand IMU-based velocity buffers. -
mp2p_icp: With ICP algorithms. It depends onmp2p_icp_map. -
mp2p_icp_filters: With point cloud filtering and manipulation algorithms. It depends onmp2p_icp_map.
And these applications:
-
kitti2mm: Converts KITTI-like
.binfiles to.mmfiles. -
mm-filter: CLI tool to apply a pipeline to an input metric map (
*.mm), saving the result as another metric map file. -
mm-info: CLI tool to read a metric map (
*.mm) and describe its contents. - mm-viewer: GUI tool to visualize .mm (metric map) files.
-
mm2txt: CLI tool to export the layers of a metric map (
*.mm) as CSV/TXT. - icp-log-viewer: GUI to inspect results from ICP runs.
- icp-run: Standalone program to run ICP pipelines.
-
sm2mm: A CLI tool to convert a simple map
*.simplemap(from a SLAM mapping session) into a metric map (*.mm) via a configurable pipeline configuration file. -
sm-cli: A CLI tool to inspect, visualize, or modify simple maps
*.simplemap(from a SLAM mapping session). - txt2mm: CLI tool to convert pointclouds from CSV/TXT files to mp2p_icp mm.
Key C++ classes provided by this project (see full docs):
-
mp2p_icp::metric_map_t: A generic data type to store raw or processed point clouds, e.g. segmented, discrete extracted features. Note that filtering point clouds is intentionally left outside of the scope of this library. See MOLA for possible implementations. -
mp2p_icp::ICP_Base: A uniform API for matching those generic point clouds. - Implementations/wrappers of different ICP algorithms under such uniform API.
- The library exposes both, complete iterative ICP algorithms, and the underlying optimal transformation estimators which are run at each ICP iteration.

Changelog for package mp2p_icp
2.1.2 (2025-11-28)
- mm-viewer: Automatic retry to load maps if missing plugins, trying to reload with libmola_metric_maps.so
- Enable coverage run for noble docker image
- Add new unit tests
- docs: fix broken formatting of filters page
- Merge pull request #14 deskew filter: refactoring to handle arbitrary point fields
- get code ready for API update in MRPT 2.15.3
- Fix build w/o imu library
- mm-viewer: add keystrokes shift+cursor arrows to move up/down
- Add Codecov badge to README
- MLS filter: add progress report logging
- Contributors: Jose Luis Blanco-Claraco
2.1.1 (2025-11-08)
- FIX: SanityCheck was triggering as errors optional pointcloud fields in XYZIRT clouds
- FIX: Throw exception instead of crashing if FilterDeskew is invoked with an empty local velocity buffer
- Fix yaml file for not using mola_yaml extensions
- Add more sm2mm demo pipelines
- Contributors: Jose Luis Blanco-Claraco
2.1.0 (2025-10-28)
- Merge pull request #13 from MOLAorg/fix/filterdecimate-bug
- Add unit test for FilterDecimateVoxel
- mm-viewer: ensure proper order of opengl object destruction
- Add more debug traces for Filters
- Generator: Add more info on layer contents in debug traces
- FIX: Avoid crash in FilterVoxelSlice if there are no points in the ROI
- Merge pull request #12 from MOLAorg/feat/mls Implemented MLS filter
- Merge pull request #11 from MOLAorg/feat/use-faster-insertion Use the faster insertion-with-context in MRPT 2.15.0
- Update to build using CGenericPointsMap in upcoming MRPT >=2.15
- Merge pull request #10 from MOLAorg/fix/ci
- Upgrade CircleCI images to u24.04
- Fix build out of ROS and w/o IMU preintegration
- Update mola_common version
- Fix: Warning message missing new line
- FilterDecimateVoxels: add new parameter 'minimum_points_per_voxel'
- Fix docs typo
- Update docs for Deskew filter
- Update README.md badges
- Contributors: Jose Luis Blanco-Claraco
2.0.0 (2025-10-13)
- Merge pull request #9 from MOLAorg/feature/better-lio Better LIO
- sm2mm cli app: add --profiler flag
- demo sm2mm pipelines: add deskew method entry
- CI: Add another pipeline without TBB
- FIX: bug in non-TBB serial implementation of GN optimizer
- CI: add running unit tests
- FIX: potential crash in FilterDeskew
- Add deskew unit tests
- Add unit test for cov2cov optimizer
- Add 'name' property to all generators and filters for disaggregated stats
- Allow building without the IMU library
- Update mola_common to 0.5.1
- clang-tidy fixes
- Remove dead code
- Refactor errorTerm for pt2pt for better reusability
- mm-viewer: add combo box to select intensity colormap
- Add docs for filters
- BUGFIX: FilterMerge would lost all point fields except XYZ
- Remove external libpointmatcher
- Update formatter script
- icp log viewer: more options for cov2cov visualization
- Define virtual API MetricMapMergeCapable
- fix bug in FilterByIntensity params parser
- Render cov2cov pairings
- FilterByRange new parameter: metric_l_infinity
- FilterDecimateAdaptive now exploits parallelization
- Progress visualizing cov2cov pairings
- New cov2cov ICP optimizer
- Implement a new Cov2Cov matcher
- Make Matcher_Points_Base::transform_local_to_global() to use TBB, and remove unused parameters
- Add [[nodiscard]] to estimate_points_eigen()
- BBox filter: fix target layer must be same type than input
- Use fractional integers for faster sampling
File truncated at 100 lines see the full file
Package Dependencies
| Deps | Name |
|---|---|
| ros_environment | |
| catkin | |
| mola_common | |
| mrpt_libbase | |
| mrpt_libobs | |
| mrpt_libposes | |
| mrpt_libmaps | |
| mrpt_libgui | |
| mrpt_libtclap | |
| mola_imu_preintegration |
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mp2p_icp at Robotics Stack Exchange
Package Summary
| Version | 2.1.2 |
| License | BSD-3-Clause |
| Build type | CATKIN |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mp2p_icp.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2025-11-28 |
| Dev Status | DEVELOPED |
| Released | RELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
| Distro | Build dev | Build releases | Stable version |
|---|---|---|---|
| ROS 2 Humble (u22.04) | amd64 arm64 |
||
| ROS 2 Jazzy @ u24.04 | amd64 arm64 |
||
| ROS 2 Kilted @ u24.04 | amd64 arm64 |
||
| ROS 2 Rolling (u24.04) | amd64 arm64 |
| EOL Distro | Last release |
|---|---|
| ROS1 Noetic (u20.04) | |
| ROS 2 Iron (u22.04) |
mp2p_icp
C++ libraries for multi primitive-to-primitive (MP2P) ICP algorithms and flexible point cloud processing pipelines. mp2p_icp is used in the mola_lidar_odometry framework:
- Main library documentation and C++ API
- License: New BSD 3-Clause (Note that each module of MOLA has its own license)
Introduction
The project provides these C++ libraries:
-
mp2p_icp_map: Provides themp2p_icp::metric_map_tgeneric metric map container. Metric map files with extension*.mmare serializations of instances of this class. -
mp2p_icp_common: Provides utility classes likeParameterSourcesand IMU-based velocity buffers. -
mp2p_icp: With ICP algorithms. It depends onmp2p_icp_map. -
mp2p_icp_filters: With point cloud filtering and manipulation algorithms. It depends onmp2p_icp_map.
And these applications:
-
kitti2mm: Converts KITTI-like
.binfiles to.mmfiles. -
mm-filter: CLI tool to apply a pipeline to an input metric map (
*.mm), saving the result as another metric map file. -
mm-info: CLI tool to read a metric map (
*.mm) and describe its contents. - mm-viewer: GUI tool to visualize .mm (metric map) files.
-
mm2txt: CLI tool to export the layers of a metric map (
*.mm) as CSV/TXT. - icp-log-viewer: GUI to inspect results from ICP runs.
- icp-run: Standalone program to run ICP pipelines.
-
sm2mm: A CLI tool to convert a simple map
*.simplemap(from a SLAM mapping session) into a metric map (*.mm) via a configurable pipeline configuration file. -
sm-cli: A CLI tool to inspect, visualize, or modify simple maps
*.simplemap(from a SLAM mapping session). - txt2mm: CLI tool to convert pointclouds from CSV/TXT files to mp2p_icp mm.
Key C++ classes provided by this project (see full docs):
-
mp2p_icp::metric_map_t: A generic data type to store raw or processed point clouds, e.g. segmented, discrete extracted features. Note that filtering point clouds is intentionally left outside of the scope of this library. See MOLA for possible implementations. -
mp2p_icp::ICP_Base: A uniform API for matching those generic point clouds. - Implementations/wrappers of different ICP algorithms under such uniform API.
- The library exposes both, complete iterative ICP algorithms, and the underlying optimal transformation estimators which are run at each ICP iteration.

Changelog for package mp2p_icp
2.1.2 (2025-11-28)
- mm-viewer: Automatic retry to load maps if missing plugins, trying to reload with libmola_metric_maps.so
- Enable coverage run for noble docker image
- Add new unit tests
- docs: fix broken formatting of filters page
- Merge pull request #14 deskew filter: refactoring to handle arbitrary point fields
- get code ready for API update in MRPT 2.15.3
- Fix build w/o imu library
- mm-viewer: add keystrokes shift+cursor arrows to move up/down
- Add Codecov badge to README
- MLS filter: add progress report logging
- Contributors: Jose Luis Blanco-Claraco
2.1.1 (2025-11-08)
- FIX: SanityCheck was triggering as errors optional pointcloud fields in XYZIRT clouds
- FIX: Throw exception instead of crashing if FilterDeskew is invoked with an empty local velocity buffer
- Fix yaml file for not using mola_yaml extensions
- Add more sm2mm demo pipelines
- Contributors: Jose Luis Blanco-Claraco
2.1.0 (2025-10-28)
- Merge pull request #13 from MOLAorg/fix/filterdecimate-bug
- Add unit test for FilterDecimateVoxel
- mm-viewer: ensure proper order of opengl object destruction
- Add more debug traces for Filters
- Generator: Add more info on layer contents in debug traces
- FIX: Avoid crash in FilterVoxelSlice if there are no points in the ROI
- Merge pull request #12 from MOLAorg/feat/mls Implemented MLS filter
- Merge pull request #11 from MOLAorg/feat/use-faster-insertion Use the faster insertion-with-context in MRPT 2.15.0
- Update to build using CGenericPointsMap in upcoming MRPT >=2.15
- Merge pull request #10 from MOLAorg/fix/ci
- Upgrade CircleCI images to u24.04
- Fix build out of ROS and w/o IMU preintegration
- Update mola_common version
- Fix: Warning message missing new line
- FilterDecimateVoxels: add new parameter 'minimum_points_per_voxel'
- Fix docs typo
- Update docs for Deskew filter
- Update README.md badges
- Contributors: Jose Luis Blanco-Claraco
2.0.0 (2025-10-13)
- Merge pull request #9 from MOLAorg/feature/better-lio Better LIO
- sm2mm cli app: add --profiler flag
- demo sm2mm pipelines: add deskew method entry
- CI: Add another pipeline without TBB
- FIX: bug in non-TBB serial implementation of GN optimizer
- CI: add running unit tests
- FIX: potential crash in FilterDeskew
- Add deskew unit tests
- Add unit test for cov2cov optimizer
- Add 'name' property to all generators and filters for disaggregated stats
- Allow building without the IMU library
- Update mola_common to 0.5.1
- clang-tidy fixes
- Remove dead code
- Refactor errorTerm for pt2pt for better reusability
- mm-viewer: add combo box to select intensity colormap
- Add docs for filters
- BUGFIX: FilterMerge would lost all point fields except XYZ
- Remove external libpointmatcher
- Update formatter script
- icp log viewer: more options for cov2cov visualization
- Define virtual API MetricMapMergeCapable
- fix bug in FilterByIntensity params parser
- Render cov2cov pairings
- FilterByRange new parameter: metric_l_infinity
- FilterDecimateAdaptive now exploits parallelization
- Progress visualizing cov2cov pairings
- New cov2cov ICP optimizer
- Implement a new Cov2Cov matcher
- Make Matcher_Points_Base::transform_local_to_global() to use TBB, and remove unused parameters
- Add [[nodiscard]] to estimate_points_eigen()
- BBox filter: fix target layer must be same type than input
- Use fractional integers for faster sampling
File truncated at 100 lines see the full file
Package Dependencies
| Deps | Name |
|---|---|
| ros_environment | |
| catkin | |
| mola_common | |
| mrpt_libbase | |
| mrpt_libobs | |
| mrpt_libposes | |
| mrpt_libmaps | |
| mrpt_libgui | |
| mrpt_libtclap | |
| mola_imu_preintegration |
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mp2p_icp at Robotics Stack Exchange
Package Summary
| Version | 2.1.2 |
| License | BSD-3-Clause |
| Build type | CATKIN |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mp2p_icp.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2025-11-28 |
| Dev Status | DEVELOPED |
| Released | RELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
| Distro | Build dev | Build releases | Stable version |
|---|---|---|---|
| ROS 2 Humble (u22.04) | amd64 arm64 |
||
| ROS 2 Jazzy @ u24.04 | amd64 arm64 |
||
| ROS 2 Kilted @ u24.04 | amd64 arm64 |
||
| ROS 2 Rolling (u24.04) | amd64 arm64 |
| EOL Distro | Last release |
|---|---|
| ROS1 Noetic (u20.04) | |
| ROS 2 Iron (u22.04) |
mp2p_icp
C++ libraries for multi primitive-to-primitive (MP2P) ICP algorithms and flexible point cloud processing pipelines. mp2p_icp is used in the mola_lidar_odometry framework:
- Main library documentation and C++ API
- License: New BSD 3-Clause (Note that each module of MOLA has its own license)
Introduction
The project provides these C++ libraries:
-
mp2p_icp_map: Provides themp2p_icp::metric_map_tgeneric metric map container. Metric map files with extension*.mmare serializations of instances of this class. -
mp2p_icp_common: Provides utility classes likeParameterSourcesand IMU-based velocity buffers. -
mp2p_icp: With ICP algorithms. It depends onmp2p_icp_map. -
mp2p_icp_filters: With point cloud filtering and manipulation algorithms. It depends onmp2p_icp_map.
And these applications:
-
kitti2mm: Converts KITTI-like
.binfiles to.mmfiles. -
mm-filter: CLI tool to apply a pipeline to an input metric map (
*.mm), saving the result as another metric map file. -
mm-info: CLI tool to read a metric map (
*.mm) and describe its contents. - mm-viewer: GUI tool to visualize .mm (metric map) files.
-
mm2txt: CLI tool to export the layers of a metric map (
*.mm) as CSV/TXT. - icp-log-viewer: GUI to inspect results from ICP runs.
- icp-run: Standalone program to run ICP pipelines.
-
sm2mm: A CLI tool to convert a simple map
*.simplemap(from a SLAM mapping session) into a metric map (*.mm) via a configurable pipeline configuration file. -
sm-cli: A CLI tool to inspect, visualize, or modify simple maps
*.simplemap(from a SLAM mapping session). - txt2mm: CLI tool to convert pointclouds from CSV/TXT files to mp2p_icp mm.
Key C++ classes provided by this project (see full docs):
-
mp2p_icp::metric_map_t: A generic data type to store raw or processed point clouds, e.g. segmented, discrete extracted features. Note that filtering point clouds is intentionally left outside of the scope of this library. See MOLA for possible implementations. -
mp2p_icp::ICP_Base: A uniform API for matching those generic point clouds. - Implementations/wrappers of different ICP algorithms under such uniform API.
- The library exposes both, complete iterative ICP algorithms, and the underlying optimal transformation estimators which are run at each ICP iteration.

Changelog for package mp2p_icp
2.1.2 (2025-11-28)
- mm-viewer: Automatic retry to load maps if missing plugins, trying to reload with libmola_metric_maps.so
- Enable coverage run for noble docker image
- Add new unit tests
- docs: fix broken formatting of filters page
- Merge pull request #14 deskew filter: refactoring to handle arbitrary point fields
- get code ready for API update in MRPT 2.15.3
- Fix build w/o imu library
- mm-viewer: add keystrokes shift+cursor arrows to move up/down
- Add Codecov badge to README
- MLS filter: add progress report logging
- Contributors: Jose Luis Blanco-Claraco
2.1.1 (2025-11-08)
- FIX: SanityCheck was triggering as errors optional pointcloud fields in XYZIRT clouds
- FIX: Throw exception instead of crashing if FilterDeskew is invoked with an empty local velocity buffer
- Fix yaml file for not using mola_yaml extensions
- Add more sm2mm demo pipelines
- Contributors: Jose Luis Blanco-Claraco
2.1.0 (2025-10-28)
- Merge pull request #13 from MOLAorg/fix/filterdecimate-bug
- Add unit test for FilterDecimateVoxel
- mm-viewer: ensure proper order of opengl object destruction
- Add more debug traces for Filters
- Generator: Add more info on layer contents in debug traces
- FIX: Avoid crash in FilterVoxelSlice if there are no points in the ROI
- Merge pull request #12 from MOLAorg/feat/mls Implemented MLS filter
- Merge pull request #11 from MOLAorg/feat/use-faster-insertion Use the faster insertion-with-context in MRPT 2.15.0
- Update to build using CGenericPointsMap in upcoming MRPT >=2.15
- Merge pull request #10 from MOLAorg/fix/ci
- Upgrade CircleCI images to u24.04
- Fix build out of ROS and w/o IMU preintegration
- Update mola_common version
- Fix: Warning message missing new line
- FilterDecimateVoxels: add new parameter 'minimum_points_per_voxel'
- Fix docs typo
- Update docs for Deskew filter
- Update README.md badges
- Contributors: Jose Luis Blanco-Claraco
2.0.0 (2025-10-13)
- Merge pull request #9 from MOLAorg/feature/better-lio Better LIO
- sm2mm cli app: add --profiler flag
- demo sm2mm pipelines: add deskew method entry
- CI: Add another pipeline without TBB
- FIX: bug in non-TBB serial implementation of GN optimizer
- CI: add running unit tests
- FIX: potential crash in FilterDeskew
- Add deskew unit tests
- Add unit test for cov2cov optimizer
- Add 'name' property to all generators and filters for disaggregated stats
- Allow building without the IMU library
- Update mola_common to 0.5.1
- clang-tidy fixes
- Remove dead code
- Refactor errorTerm for pt2pt for better reusability
- mm-viewer: add combo box to select intensity colormap
- Add docs for filters
- BUGFIX: FilterMerge would lost all point fields except XYZ
- Remove external libpointmatcher
- Update formatter script
- icp log viewer: more options for cov2cov visualization
- Define virtual API MetricMapMergeCapable
- fix bug in FilterByIntensity params parser
- Render cov2cov pairings
- FilterByRange new parameter: metric_l_infinity
- FilterDecimateAdaptive now exploits parallelization
- Progress visualizing cov2cov pairings
- New cov2cov ICP optimizer
- Implement a new Cov2Cov matcher
- Make Matcher_Points_Base::transform_local_to_global() to use TBB, and remove unused parameters
- Add [[nodiscard]] to estimate_points_eigen()
- BBox filter: fix target layer must be same type than input
- Use fractional integers for faster sampling
File truncated at 100 lines see the full file
Package Dependencies
| Deps | Name |
|---|---|
| ros_environment | |
| catkin | |
| mola_common | |
| mrpt_libbase | |
| mrpt_libobs | |
| mrpt_libposes | |
| mrpt_libmaps | |
| mrpt_libgui | |
| mrpt_libtclap | |
| mola_imu_preintegration |