|
mola_mapper_2d package from mola_mapper_2d repomola_mapper_2d |
ROS Distro
|
Package Summary
| Version | 1.3.1 |
| License | GPLv3 |
| Build type | AMENT_CMAKE |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mola_mapper_2d.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2026-02-03 |
| Dev Status | DEVELOPED |
| Released | UNRELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
mola_mapper_2d
2D LiDAR Graph-SLAM backend component based on the MOLA and MRPT frameworks, compatible with ROS 2.
| Distro | Develop Branch | Releases | Stable Release |
|---|---|---|---|
| ROS2 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 |
Overview
This repository provides a C++ library mola_mapper_2d implementing a complete 2D LiDAR
SLAM system (Simultaneous Localization and Mapping) using pose graph optimization.
The mapper uses:
- GTSAM for factor graph optimization
- mp2p_icp for scan-to-map registration and loop closure detection
- MRPT for common robotics types and utilities
- MOLA framework for system integration and component management
Sensor input is provided via MOLA observation interfaces, making it compatible with various sensor front-ends (odometry, LiDAR, etc.). ROS 2 example launch files are provided in ros2-launches.
A CLI interface mola-mapper-2d-cli is also provided for running on offline datasets.
Features
- Graph-based SLAM: Maintains a pose graph of keyframes with SE(3) constraints
- Loop Closure Detection: Automatic detection and correction of large-scale loops
- Flexible ICP Pipelines: Separate configurable pipelines for odometry and loop closure
- Keyframe Management: Intelligent keyframe selection and old-keyframe replacement
- Robust Optimization: Levenberg-Marquardt optimization with robust noise models
- Multi-Sensor Support: Handles 2D/3D LiDAR observations with flexible sensor labeling
- Session Resumption: Supports resuming SLAM sessions from saved states for multi-session mapping
- Visualization Support: Built-in 3D scene generation for debugging and visualization
- Full State Serialization: Complete state save/load for archival and analysis
Contents
The repository provides:
-
Core Library:
mola_mapper_2d- The main 2D SLAM backend implementation -
CLI Tool:
mola-mapper-2d-cli- Command-line interface for offline processing - Example Configurations: YAML configuration templates for different scenarios
- ROS 2 Bridges: Integration components for ROS 2 (in separate ROS-specific package)
Quick Start
Build and Install
Refer to: https://docs.mola-slam.org/latest/#installing
# Standard MOLA installation (with ROS 2)
colcon build --packages-select mola_mapper_2d
# Or standalone (without ROS 2)
cmake -B build -DCMAKE_BUILD_TYPE=Release
cmake --build build
cmake --install build
Basic Usage
#include <mola_mapper_2d/Mapper2D.h>
// Create mapper instance
mola::Mapper2D mapper;
// Initialize from YAML configuration
mapper.initialize("config.yaml");
// Process observations in a loop
mapper.onObservation(observation);
// Get current estimates
auto pose = mapper.get_current_pose();
auto map = mapper.get_current_map();
// Save state for later resumption
auto state = mapper.get_state();
// ... serialize state ...
// Resume from saved state
mapper.resume_session(saved_pose);
Architecture
File truncated at 100 lines see the full file
Package Dependencies
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mola_mapper_2d at Robotics Stack Exchange
|
mola_mapper_2d package from mola_mapper_2d repomola_mapper_2d |
ROS Distro
|
Package Summary
| Version | 1.3.1 |
| License | GPLv3 |
| Build type | AMENT_CMAKE |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mola_mapper_2d.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2026-02-03 |
| Dev Status | DEVELOPED |
| Released | UNRELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
mola_mapper_2d
2D LiDAR Graph-SLAM backend component based on the MOLA and MRPT frameworks, compatible with ROS 2.
| Distro | Develop Branch | Releases | Stable Release |
|---|---|---|---|
| ROS2 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 |
Overview
This repository provides a C++ library mola_mapper_2d implementing a complete 2D LiDAR
SLAM system (Simultaneous Localization and Mapping) using pose graph optimization.
The mapper uses:
- GTSAM for factor graph optimization
- mp2p_icp for scan-to-map registration and loop closure detection
- MRPT for common robotics types and utilities
- MOLA framework for system integration and component management
Sensor input is provided via MOLA observation interfaces, making it compatible with various sensor front-ends (odometry, LiDAR, etc.). ROS 2 example launch files are provided in ros2-launches.
A CLI interface mola-mapper-2d-cli is also provided for running on offline datasets.
Features
- Graph-based SLAM: Maintains a pose graph of keyframes with SE(3) constraints
- Loop Closure Detection: Automatic detection and correction of large-scale loops
- Flexible ICP Pipelines: Separate configurable pipelines for odometry and loop closure
- Keyframe Management: Intelligent keyframe selection and old-keyframe replacement
- Robust Optimization: Levenberg-Marquardt optimization with robust noise models
- Multi-Sensor Support: Handles 2D/3D LiDAR observations with flexible sensor labeling
- Session Resumption: Supports resuming SLAM sessions from saved states for multi-session mapping
- Visualization Support: Built-in 3D scene generation for debugging and visualization
- Full State Serialization: Complete state save/load for archival and analysis
Contents
The repository provides:
-
Core Library:
mola_mapper_2d- The main 2D SLAM backend implementation -
CLI Tool:
mola-mapper-2d-cli- Command-line interface for offline processing - Example Configurations: YAML configuration templates for different scenarios
- ROS 2 Bridges: Integration components for ROS 2 (in separate ROS-specific package)
Quick Start
Build and Install
Refer to: https://docs.mola-slam.org/latest/#installing
# Standard MOLA installation (with ROS 2)
colcon build --packages-select mola_mapper_2d
# Or standalone (without ROS 2)
cmake -B build -DCMAKE_BUILD_TYPE=Release
cmake --build build
cmake --install build
Basic Usage
#include <mola_mapper_2d/Mapper2D.h>
// Create mapper instance
mola::Mapper2D mapper;
// Initialize from YAML configuration
mapper.initialize("config.yaml");
// Process observations in a loop
mapper.onObservation(observation);
// Get current estimates
auto pose = mapper.get_current_pose();
auto map = mapper.get_current_map();
// Save state for later resumption
auto state = mapper.get_state();
// ... serialize state ...
// Resume from saved state
mapper.resume_session(saved_pose);
Architecture
File truncated at 100 lines see the full file
Package Dependencies
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mola_mapper_2d at Robotics Stack Exchange
|
mola_mapper_2d package from mola_mapper_2d repomola_mapper_2d |
ROS Distro
|
Package Summary
| Version | 1.3.1 |
| License | GPLv3 |
| Build type | AMENT_CMAKE |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mola_mapper_2d.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2026-02-03 |
| Dev Status | DEVELOPED |
| Released | UNRELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
mola_mapper_2d
2D LiDAR Graph-SLAM backend component based on the MOLA and MRPT frameworks, compatible with ROS 2.
| Distro | Develop Branch | Releases | Stable Release |
|---|---|---|---|
| ROS2 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 |
Overview
This repository provides a C++ library mola_mapper_2d implementing a complete 2D LiDAR
SLAM system (Simultaneous Localization and Mapping) using pose graph optimization.
The mapper uses:
- GTSAM for factor graph optimization
- mp2p_icp for scan-to-map registration and loop closure detection
- MRPT for common robotics types and utilities
- MOLA framework for system integration and component management
Sensor input is provided via MOLA observation interfaces, making it compatible with various sensor front-ends (odometry, LiDAR, etc.). ROS 2 example launch files are provided in ros2-launches.
A CLI interface mola-mapper-2d-cli is also provided for running on offline datasets.
Features
- Graph-based SLAM: Maintains a pose graph of keyframes with SE(3) constraints
- Loop Closure Detection: Automatic detection and correction of large-scale loops
- Flexible ICP Pipelines: Separate configurable pipelines for odometry and loop closure
- Keyframe Management: Intelligent keyframe selection and old-keyframe replacement
- Robust Optimization: Levenberg-Marquardt optimization with robust noise models
- Multi-Sensor Support: Handles 2D/3D LiDAR observations with flexible sensor labeling
- Session Resumption: Supports resuming SLAM sessions from saved states for multi-session mapping
- Visualization Support: Built-in 3D scene generation for debugging and visualization
- Full State Serialization: Complete state save/load for archival and analysis
Contents
The repository provides:
-
Core Library:
mola_mapper_2d- The main 2D SLAM backend implementation -
CLI Tool:
mola-mapper-2d-cli- Command-line interface for offline processing - Example Configurations: YAML configuration templates for different scenarios
- ROS 2 Bridges: Integration components for ROS 2 (in separate ROS-specific package)
Quick Start
Build and Install
Refer to: https://docs.mola-slam.org/latest/#installing
# Standard MOLA installation (with ROS 2)
colcon build --packages-select mola_mapper_2d
# Or standalone (without ROS 2)
cmake -B build -DCMAKE_BUILD_TYPE=Release
cmake --build build
cmake --install build
Basic Usage
#include <mola_mapper_2d/Mapper2D.h>
// Create mapper instance
mola::Mapper2D mapper;
// Initialize from YAML configuration
mapper.initialize("config.yaml");
// Process observations in a loop
mapper.onObservation(observation);
// Get current estimates
auto pose = mapper.get_current_pose();
auto map = mapper.get_current_map();
// Save state for later resumption
auto state = mapper.get_state();
// ... serialize state ...
// Resume from saved state
mapper.resume_session(saved_pose);
Architecture
File truncated at 100 lines see the full file
Package Dependencies
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mola_mapper_2d at Robotics Stack Exchange
|
mola_mapper_2d package from mola_mapper_2d repomola_mapper_2d |
ROS Distro
|
Package Summary
| Version | 1.3.1 |
| License | GPLv3 |
| Build type | AMENT_CMAKE |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mola_mapper_2d.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2026-02-03 |
| Dev Status | DEVELOPED |
| Released | UNRELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
mola_mapper_2d
2D LiDAR Graph-SLAM backend component based on the MOLA and MRPT frameworks, compatible with ROS 2.
| Distro | Develop Branch | Releases | Stable Release |
|---|---|---|---|
| ROS2 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 |
Overview
This repository provides a C++ library mola_mapper_2d implementing a complete 2D LiDAR
SLAM system (Simultaneous Localization and Mapping) using pose graph optimization.
The mapper uses:
- GTSAM for factor graph optimization
- mp2p_icp for scan-to-map registration and loop closure detection
- MRPT for common robotics types and utilities
- MOLA framework for system integration and component management
Sensor input is provided via MOLA observation interfaces, making it compatible with various sensor front-ends (odometry, LiDAR, etc.). ROS 2 example launch files are provided in ros2-launches.
A CLI interface mola-mapper-2d-cli is also provided for running on offline datasets.
Features
- Graph-based SLAM: Maintains a pose graph of keyframes with SE(3) constraints
- Loop Closure Detection: Automatic detection and correction of large-scale loops
- Flexible ICP Pipelines: Separate configurable pipelines for odometry and loop closure
- Keyframe Management: Intelligent keyframe selection and old-keyframe replacement
- Robust Optimization: Levenberg-Marquardt optimization with robust noise models
- Multi-Sensor Support: Handles 2D/3D LiDAR observations with flexible sensor labeling
- Session Resumption: Supports resuming SLAM sessions from saved states for multi-session mapping
- Visualization Support: Built-in 3D scene generation for debugging and visualization
- Full State Serialization: Complete state save/load for archival and analysis
Contents
The repository provides:
-
Core Library:
mola_mapper_2d- The main 2D SLAM backend implementation -
CLI Tool:
mola-mapper-2d-cli- Command-line interface for offline processing - Example Configurations: YAML configuration templates for different scenarios
- ROS 2 Bridges: Integration components for ROS 2 (in separate ROS-specific package)
Quick Start
Build and Install
Refer to: https://docs.mola-slam.org/latest/#installing
# Standard MOLA installation (with ROS 2)
colcon build --packages-select mola_mapper_2d
# Or standalone (without ROS 2)
cmake -B build -DCMAKE_BUILD_TYPE=Release
cmake --build build
cmake --install build
Basic Usage
#include <mola_mapper_2d/Mapper2D.h>
// Create mapper instance
mola::Mapper2D mapper;
// Initialize from YAML configuration
mapper.initialize("config.yaml");
// Process observations in a loop
mapper.onObservation(observation);
// Get current estimates
auto pose = mapper.get_current_pose();
auto map = mapper.get_current_map();
// Save state for later resumption
auto state = mapper.get_state();
// ... serialize state ...
// Resume from saved state
mapper.resume_session(saved_pose);
Architecture
File truncated at 100 lines see the full file
Package Dependencies
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mola_mapper_2d at Robotics Stack Exchange
|
mola_mapper_2d package from mola_mapper_2d repomola_mapper_2d |
ROS Distro
|
Package Summary
| Version | 1.3.1 |
| License | GPLv3 |
| Build type | AMENT_CMAKE |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mola_mapper_2d.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2026-02-03 |
| Dev Status | DEVELOPED |
| Released | UNRELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
mola_mapper_2d
2D LiDAR Graph-SLAM backend component based on the MOLA and MRPT frameworks, compatible with ROS 2.
| Distro | Develop Branch | Releases | Stable Release |
|---|---|---|---|
| ROS2 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 |
Overview
This repository provides a C++ library mola_mapper_2d implementing a complete 2D LiDAR
SLAM system (Simultaneous Localization and Mapping) using pose graph optimization.
The mapper uses:
- GTSAM for factor graph optimization
- mp2p_icp for scan-to-map registration and loop closure detection
- MRPT for common robotics types and utilities
- MOLA framework for system integration and component management
Sensor input is provided via MOLA observation interfaces, making it compatible with various sensor front-ends (odometry, LiDAR, etc.). ROS 2 example launch files are provided in ros2-launches.
A CLI interface mola-mapper-2d-cli is also provided for running on offline datasets.
Features
- Graph-based SLAM: Maintains a pose graph of keyframes with SE(3) constraints
- Loop Closure Detection: Automatic detection and correction of large-scale loops
- Flexible ICP Pipelines: Separate configurable pipelines for odometry and loop closure
- Keyframe Management: Intelligent keyframe selection and old-keyframe replacement
- Robust Optimization: Levenberg-Marquardt optimization with robust noise models
- Multi-Sensor Support: Handles 2D/3D LiDAR observations with flexible sensor labeling
- Session Resumption: Supports resuming SLAM sessions from saved states for multi-session mapping
- Visualization Support: Built-in 3D scene generation for debugging and visualization
- Full State Serialization: Complete state save/load for archival and analysis
Contents
The repository provides:
-
Core Library:
mola_mapper_2d- The main 2D SLAM backend implementation -
CLI Tool:
mola-mapper-2d-cli- Command-line interface for offline processing - Example Configurations: YAML configuration templates for different scenarios
- ROS 2 Bridges: Integration components for ROS 2 (in separate ROS-specific package)
Quick Start
Build and Install
Refer to: https://docs.mola-slam.org/latest/#installing
# Standard MOLA installation (with ROS 2)
colcon build --packages-select mola_mapper_2d
# Or standalone (without ROS 2)
cmake -B build -DCMAKE_BUILD_TYPE=Release
cmake --build build
cmake --install build
Basic Usage
#include <mola_mapper_2d/Mapper2D.h>
// Create mapper instance
mola::Mapper2D mapper;
// Initialize from YAML configuration
mapper.initialize("config.yaml");
// Process observations in a loop
mapper.onObservation(observation);
// Get current estimates
auto pose = mapper.get_current_pose();
auto map = mapper.get_current_map();
// Save state for later resumption
auto state = mapper.get_state();
// ... serialize state ...
// Resume from saved state
mapper.resume_session(saved_pose);
Architecture
File truncated at 100 lines see the full file
Package Dependencies
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mola_mapper_2d at Robotics Stack Exchange
|
mola_mapper_2d package from mola_mapper_2d repomola_mapper_2d |
ROS Distro
|
Package Summary
| Version | 1.3.1 |
| License | GPLv3 |
| Build type | AMENT_CMAKE |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mola_mapper_2d.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2026-02-03 |
| Dev Status | DEVELOPED |
| Released | UNRELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
mola_mapper_2d
2D LiDAR Graph-SLAM backend component based on the MOLA and MRPT frameworks, compatible with ROS 2.
| Distro | Develop Branch | Releases | Stable Release |
|---|---|---|---|
| ROS2 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 |
Overview
This repository provides a C++ library mola_mapper_2d implementing a complete 2D LiDAR
SLAM system (Simultaneous Localization and Mapping) using pose graph optimization.
The mapper uses:
- GTSAM for factor graph optimization
- mp2p_icp for scan-to-map registration and loop closure detection
- MRPT for common robotics types and utilities
- MOLA framework for system integration and component management
Sensor input is provided via MOLA observation interfaces, making it compatible with various sensor front-ends (odometry, LiDAR, etc.). ROS 2 example launch files are provided in ros2-launches.
A CLI interface mola-mapper-2d-cli is also provided for running on offline datasets.
Features
- Graph-based SLAM: Maintains a pose graph of keyframes with SE(3) constraints
- Loop Closure Detection: Automatic detection and correction of large-scale loops
- Flexible ICP Pipelines: Separate configurable pipelines for odometry and loop closure
- Keyframe Management: Intelligent keyframe selection and old-keyframe replacement
- Robust Optimization: Levenberg-Marquardt optimization with robust noise models
- Multi-Sensor Support: Handles 2D/3D LiDAR observations with flexible sensor labeling
- Session Resumption: Supports resuming SLAM sessions from saved states for multi-session mapping
- Visualization Support: Built-in 3D scene generation for debugging and visualization
- Full State Serialization: Complete state save/load for archival and analysis
Contents
The repository provides:
-
Core Library:
mola_mapper_2d- The main 2D SLAM backend implementation -
CLI Tool:
mola-mapper-2d-cli- Command-line interface for offline processing - Example Configurations: YAML configuration templates for different scenarios
- ROS 2 Bridges: Integration components for ROS 2 (in separate ROS-specific package)
Quick Start
Build and Install
Refer to: https://docs.mola-slam.org/latest/#installing
# Standard MOLA installation (with ROS 2)
colcon build --packages-select mola_mapper_2d
# Or standalone (without ROS 2)
cmake -B build -DCMAKE_BUILD_TYPE=Release
cmake --build build
cmake --install build
Basic Usage
#include <mola_mapper_2d/Mapper2D.h>
// Create mapper instance
mola::Mapper2D mapper;
// Initialize from YAML configuration
mapper.initialize("config.yaml");
// Process observations in a loop
mapper.onObservation(observation);
// Get current estimates
auto pose = mapper.get_current_pose();
auto map = mapper.get_current_map();
// Save state for later resumption
auto state = mapper.get_state();
// ... serialize state ...
// Resume from saved state
mapper.resume_session(saved_pose);
Architecture
File truncated at 100 lines see the full file
Package Dependencies
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mola_mapper_2d at Robotics Stack Exchange
|
mola_mapper_2d package from mola_mapper_2d repomola_mapper_2d |
ROS Distro
|
Package Summary
| Version | 1.3.1 |
| License | GPLv3 |
| Build type | AMENT_CMAKE |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mola_mapper_2d.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2026-02-03 |
| Dev Status | DEVELOPED |
| Released | UNRELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
mola_mapper_2d
2D LiDAR Graph-SLAM backend component based on the MOLA and MRPT frameworks, compatible with ROS 2.
| Distro | Develop Branch | Releases | Stable Release |
|---|---|---|---|
| ROS2 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 |
Overview
This repository provides a C++ library mola_mapper_2d implementing a complete 2D LiDAR
SLAM system (Simultaneous Localization and Mapping) using pose graph optimization.
The mapper uses:
- GTSAM for factor graph optimization
- mp2p_icp for scan-to-map registration and loop closure detection
- MRPT for common robotics types and utilities
- MOLA framework for system integration and component management
Sensor input is provided via MOLA observation interfaces, making it compatible with various sensor front-ends (odometry, LiDAR, etc.). ROS 2 example launch files are provided in ros2-launches.
A CLI interface mola-mapper-2d-cli is also provided for running on offline datasets.
Features
- Graph-based SLAM: Maintains a pose graph of keyframes with SE(3) constraints
- Loop Closure Detection: Automatic detection and correction of large-scale loops
- Flexible ICP Pipelines: Separate configurable pipelines for odometry and loop closure
- Keyframe Management: Intelligent keyframe selection and old-keyframe replacement
- Robust Optimization: Levenberg-Marquardt optimization with robust noise models
- Multi-Sensor Support: Handles 2D/3D LiDAR observations with flexible sensor labeling
- Session Resumption: Supports resuming SLAM sessions from saved states for multi-session mapping
- Visualization Support: Built-in 3D scene generation for debugging and visualization
- Full State Serialization: Complete state save/load for archival and analysis
Contents
The repository provides:
-
Core Library:
mola_mapper_2d- The main 2D SLAM backend implementation -
CLI Tool:
mola-mapper-2d-cli- Command-line interface for offline processing - Example Configurations: YAML configuration templates for different scenarios
- ROS 2 Bridges: Integration components for ROS 2 (in separate ROS-specific package)
Quick Start
Build and Install
Refer to: https://docs.mola-slam.org/latest/#installing
# Standard MOLA installation (with ROS 2)
colcon build --packages-select mola_mapper_2d
# Or standalone (without ROS 2)
cmake -B build -DCMAKE_BUILD_TYPE=Release
cmake --build build
cmake --install build
Basic Usage
#include <mola_mapper_2d/Mapper2D.h>
// Create mapper instance
mola::Mapper2D mapper;
// Initialize from YAML configuration
mapper.initialize("config.yaml");
// Process observations in a loop
mapper.onObservation(observation);
// Get current estimates
auto pose = mapper.get_current_pose();
auto map = mapper.get_current_map();
// Save state for later resumption
auto state = mapper.get_state();
// ... serialize state ...
// Resume from saved state
mapper.resume_session(saved_pose);
Architecture
File truncated at 100 lines see the full file
Package Dependencies
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mola_mapper_2d at Robotics Stack Exchange
|
mola_mapper_2d package from mola_mapper_2d repomola_mapper_2d |
ROS Distro
|
Package Summary
| Version | 1.3.1 |
| License | GPLv3 |
| Build type | AMENT_CMAKE |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mola_mapper_2d.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2026-02-03 |
| Dev Status | DEVELOPED |
| Released | UNRELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
mola_mapper_2d
2D LiDAR Graph-SLAM backend component based on the MOLA and MRPT frameworks, compatible with ROS 2.
| Distro | Develop Branch | Releases | Stable Release |
|---|---|---|---|
| ROS2 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 |
Overview
This repository provides a C++ library mola_mapper_2d implementing a complete 2D LiDAR
SLAM system (Simultaneous Localization and Mapping) using pose graph optimization.
The mapper uses:
- GTSAM for factor graph optimization
- mp2p_icp for scan-to-map registration and loop closure detection
- MRPT for common robotics types and utilities
- MOLA framework for system integration and component management
Sensor input is provided via MOLA observation interfaces, making it compatible with various sensor front-ends (odometry, LiDAR, etc.). ROS 2 example launch files are provided in ros2-launches.
A CLI interface mola-mapper-2d-cli is also provided for running on offline datasets.
Features
- Graph-based SLAM: Maintains a pose graph of keyframes with SE(3) constraints
- Loop Closure Detection: Automatic detection and correction of large-scale loops
- Flexible ICP Pipelines: Separate configurable pipelines for odometry and loop closure
- Keyframe Management: Intelligent keyframe selection and old-keyframe replacement
- Robust Optimization: Levenberg-Marquardt optimization with robust noise models
- Multi-Sensor Support: Handles 2D/3D LiDAR observations with flexible sensor labeling
- Session Resumption: Supports resuming SLAM sessions from saved states for multi-session mapping
- Visualization Support: Built-in 3D scene generation for debugging and visualization
- Full State Serialization: Complete state save/load for archival and analysis
Contents
The repository provides:
-
Core Library:
mola_mapper_2d- The main 2D SLAM backend implementation -
CLI Tool:
mola-mapper-2d-cli- Command-line interface for offline processing - Example Configurations: YAML configuration templates for different scenarios
- ROS 2 Bridges: Integration components for ROS 2 (in separate ROS-specific package)
Quick Start
Build and Install
Refer to: https://docs.mola-slam.org/latest/#installing
# Standard MOLA installation (with ROS 2)
colcon build --packages-select mola_mapper_2d
# Or standalone (without ROS 2)
cmake -B build -DCMAKE_BUILD_TYPE=Release
cmake --build build
cmake --install build
Basic Usage
#include <mola_mapper_2d/Mapper2D.h>
// Create mapper instance
mola::Mapper2D mapper;
// Initialize from YAML configuration
mapper.initialize("config.yaml");
// Process observations in a loop
mapper.onObservation(observation);
// Get current estimates
auto pose = mapper.get_current_pose();
auto map = mapper.get_current_map();
// Save state for later resumption
auto state = mapper.get_state();
// ... serialize state ...
// Resume from saved state
mapper.resume_session(saved_pose);
Architecture
File truncated at 100 lines see the full file
Package Dependencies
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mola_mapper_2d at Robotics Stack Exchange
|
mola_mapper_2d package from mola_mapper_2d repomola_mapper_2d |
ROS Distro
|
Package Summary
| Version | 1.3.1 |
| License | GPLv3 |
| Build type | AMENT_CMAKE |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mola_mapper_2d.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2026-02-03 |
| Dev Status | DEVELOPED |
| Released | UNRELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
mola_mapper_2d
2D LiDAR Graph-SLAM backend component based on the MOLA and MRPT frameworks, compatible with ROS 2.
| Distro | Develop Branch | Releases | Stable Release |
|---|---|---|---|
| ROS2 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 |
Overview
This repository provides a C++ library mola_mapper_2d implementing a complete 2D LiDAR
SLAM system (Simultaneous Localization and Mapping) using pose graph optimization.
The mapper uses:
- GTSAM for factor graph optimization
- mp2p_icp for scan-to-map registration and loop closure detection
- MRPT for common robotics types and utilities
- MOLA framework for system integration and component management
Sensor input is provided via MOLA observation interfaces, making it compatible with various sensor front-ends (odometry, LiDAR, etc.). ROS 2 example launch files are provided in ros2-launches.
A CLI interface mola-mapper-2d-cli is also provided for running on offline datasets.
Features
- Graph-based SLAM: Maintains a pose graph of keyframes with SE(3) constraints
- Loop Closure Detection: Automatic detection and correction of large-scale loops
- Flexible ICP Pipelines: Separate configurable pipelines for odometry and loop closure
- Keyframe Management: Intelligent keyframe selection and old-keyframe replacement
- Robust Optimization: Levenberg-Marquardt optimization with robust noise models
- Multi-Sensor Support: Handles 2D/3D LiDAR observations with flexible sensor labeling
- Session Resumption: Supports resuming SLAM sessions from saved states for multi-session mapping
- Visualization Support: Built-in 3D scene generation for debugging and visualization
- Full State Serialization: Complete state save/load for archival and analysis
Contents
The repository provides:
-
Core Library:
mola_mapper_2d- The main 2D SLAM backend implementation -
CLI Tool:
mola-mapper-2d-cli- Command-line interface for offline processing - Example Configurations: YAML configuration templates for different scenarios
- ROS 2 Bridges: Integration components for ROS 2 (in separate ROS-specific package)
Quick Start
Build and Install
Refer to: https://docs.mola-slam.org/latest/#installing
# Standard MOLA installation (with ROS 2)
colcon build --packages-select mola_mapper_2d
# Or standalone (without ROS 2)
cmake -B build -DCMAKE_BUILD_TYPE=Release
cmake --build build
cmake --install build
Basic Usage
#include <mola_mapper_2d/Mapper2D.h>
// Create mapper instance
mola::Mapper2D mapper;
// Initialize from YAML configuration
mapper.initialize("config.yaml");
// Process observations in a loop
mapper.onObservation(observation);
// Get current estimates
auto pose = mapper.get_current_pose();
auto map = mapper.get_current_map();
// Save state for later resumption
auto state = mapper.get_state();
// ... serialize state ...
// Resume from saved state
mapper.resume_session(saved_pose);
Architecture
File truncated at 100 lines see the full file
Package Dependencies
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mola_mapper_2d at Robotics Stack Exchange
|
mola_mapper_2d package from mola_mapper_2d repomola_mapper_2d |
ROS Distro
|
Package Summary
| Version | 1.3.1 |
| License | GPLv3 |
| Build type | AMENT_CMAKE |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mola_mapper_2d.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2026-02-03 |
| Dev Status | DEVELOPED |
| Released | UNRELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
mola_mapper_2d
2D LiDAR Graph-SLAM backend component based on the MOLA and MRPT frameworks, compatible with ROS 2.
| Distro | Develop Branch | Releases | Stable Release |
|---|---|---|---|
| ROS2 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 |
Overview
This repository provides a C++ library mola_mapper_2d implementing a complete 2D LiDAR
SLAM system (Simultaneous Localization and Mapping) using pose graph optimization.
The mapper uses:
- GTSAM for factor graph optimization
- mp2p_icp for scan-to-map registration and loop closure detection
- MRPT for common robotics types and utilities
- MOLA framework for system integration and component management
Sensor input is provided via MOLA observation interfaces, making it compatible with various sensor front-ends (odometry, LiDAR, etc.). ROS 2 example launch files are provided in ros2-launches.
A CLI interface mola-mapper-2d-cli is also provided for running on offline datasets.
Features
- Graph-based SLAM: Maintains a pose graph of keyframes with SE(3) constraints
- Loop Closure Detection: Automatic detection and correction of large-scale loops
- Flexible ICP Pipelines: Separate configurable pipelines for odometry and loop closure
- Keyframe Management: Intelligent keyframe selection and old-keyframe replacement
- Robust Optimization: Levenberg-Marquardt optimization with robust noise models
- Multi-Sensor Support: Handles 2D/3D LiDAR observations with flexible sensor labeling
- Session Resumption: Supports resuming SLAM sessions from saved states for multi-session mapping
- Visualization Support: Built-in 3D scene generation for debugging and visualization
- Full State Serialization: Complete state save/load for archival and analysis
Contents
The repository provides:
-
Core Library:
mola_mapper_2d- The main 2D SLAM backend implementation -
CLI Tool:
mola-mapper-2d-cli- Command-line interface for offline processing - Example Configurations: YAML configuration templates for different scenarios
- ROS 2 Bridges: Integration components for ROS 2 (in separate ROS-specific package)
Quick Start
Build and Install
Refer to: https://docs.mola-slam.org/latest/#installing
# Standard MOLA installation (with ROS 2)
colcon build --packages-select mola_mapper_2d
# Or standalone (without ROS 2)
cmake -B build -DCMAKE_BUILD_TYPE=Release
cmake --build build
cmake --install build
Basic Usage
#include <mola_mapper_2d/Mapper2D.h>
// Create mapper instance
mola::Mapper2D mapper;
// Initialize from YAML configuration
mapper.initialize("config.yaml");
// Process observations in a loop
mapper.onObservation(observation);
// Get current estimates
auto pose = mapper.get_current_pose();
auto map = mapper.get_current_map();
// Save state for later resumption
auto state = mapper.get_state();
// ... serialize state ...
// Resume from saved state
mapper.resume_session(saved_pose);
Architecture
File truncated at 100 lines see the full file
Package Dependencies
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mola_mapper_2d at Robotics Stack Exchange
|
mola_mapper_2d package from mola_mapper_2d repomola_mapper_2d |
ROS Distro
|
Package Summary
| Version | 1.3.1 |
| License | GPLv3 |
| Build type | AMENT_CMAKE |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mola_mapper_2d.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2026-02-03 |
| Dev Status | DEVELOPED |
| Released | UNRELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
mola_mapper_2d
2D LiDAR Graph-SLAM backend component based on the MOLA and MRPT frameworks, compatible with ROS 2.
| Distro | Develop Branch | Releases | Stable Release |
|---|---|---|---|
| ROS2 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 |
Overview
This repository provides a C++ library mola_mapper_2d implementing a complete 2D LiDAR
SLAM system (Simultaneous Localization and Mapping) using pose graph optimization.
The mapper uses:
- GTSAM for factor graph optimization
- mp2p_icp for scan-to-map registration and loop closure detection
- MRPT for common robotics types and utilities
- MOLA framework for system integration and component management
Sensor input is provided via MOLA observation interfaces, making it compatible with various sensor front-ends (odometry, LiDAR, etc.). ROS 2 example launch files are provided in ros2-launches.
A CLI interface mola-mapper-2d-cli is also provided for running on offline datasets.
Features
- Graph-based SLAM: Maintains a pose graph of keyframes with SE(3) constraints
- Loop Closure Detection: Automatic detection and correction of large-scale loops
- Flexible ICP Pipelines: Separate configurable pipelines for odometry and loop closure
- Keyframe Management: Intelligent keyframe selection and old-keyframe replacement
- Robust Optimization: Levenberg-Marquardt optimization with robust noise models
- Multi-Sensor Support: Handles 2D/3D LiDAR observations with flexible sensor labeling
- Session Resumption: Supports resuming SLAM sessions from saved states for multi-session mapping
- Visualization Support: Built-in 3D scene generation for debugging and visualization
- Full State Serialization: Complete state save/load for archival and analysis
Contents
The repository provides:
-
Core Library:
mola_mapper_2d- The main 2D SLAM backend implementation -
CLI Tool:
mola-mapper-2d-cli- Command-line interface for offline processing - Example Configurations: YAML configuration templates for different scenarios
- ROS 2 Bridges: Integration components for ROS 2 (in separate ROS-specific package)
Quick Start
Build and Install
Refer to: https://docs.mola-slam.org/latest/#installing
# Standard MOLA installation (with ROS 2)
colcon build --packages-select mola_mapper_2d
# Or standalone (without ROS 2)
cmake -B build -DCMAKE_BUILD_TYPE=Release
cmake --build build
cmake --install build
Basic Usage
#include <mola_mapper_2d/Mapper2D.h>
// Create mapper instance
mola::Mapper2D mapper;
// Initialize from YAML configuration
mapper.initialize("config.yaml");
// Process observations in a loop
mapper.onObservation(observation);
// Get current estimates
auto pose = mapper.get_current_pose();
auto map = mapper.get_current_map();
// Save state for later resumption
auto state = mapper.get_state();
// ... serialize state ...
// Resume from saved state
mapper.resume_session(saved_pose);
Architecture
File truncated at 100 lines see the full file
Package Dependencies
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mola_mapper_2d at Robotics Stack Exchange
|
mola_mapper_2d package from mola_mapper_2d repomola_mapper_2d |
ROS Distro
|
Package Summary
| Version | 1.3.1 |
| License | GPLv3 |
| Build type | AMENT_CMAKE |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mola_mapper_2d.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2026-02-03 |
| Dev Status | DEVELOPED |
| Released | UNRELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
mola_mapper_2d
2D LiDAR Graph-SLAM backend component based on the MOLA and MRPT frameworks, compatible with ROS 2.
| Distro | Develop Branch | Releases | Stable Release |
|---|---|---|---|
| ROS2 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 |
Overview
This repository provides a C++ library mola_mapper_2d implementing a complete 2D LiDAR
SLAM system (Simultaneous Localization and Mapping) using pose graph optimization.
The mapper uses:
- GTSAM for factor graph optimization
- mp2p_icp for scan-to-map registration and loop closure detection
- MRPT for common robotics types and utilities
- MOLA framework for system integration and component management
Sensor input is provided via MOLA observation interfaces, making it compatible with various sensor front-ends (odometry, LiDAR, etc.). ROS 2 example launch files are provided in ros2-launches.
A CLI interface mola-mapper-2d-cli is also provided for running on offline datasets.
Features
- Graph-based SLAM: Maintains a pose graph of keyframes with SE(3) constraints
- Loop Closure Detection: Automatic detection and correction of large-scale loops
- Flexible ICP Pipelines: Separate configurable pipelines for odometry and loop closure
- Keyframe Management: Intelligent keyframe selection and old-keyframe replacement
- Robust Optimization: Levenberg-Marquardt optimization with robust noise models
- Multi-Sensor Support: Handles 2D/3D LiDAR observations with flexible sensor labeling
- Session Resumption: Supports resuming SLAM sessions from saved states for multi-session mapping
- Visualization Support: Built-in 3D scene generation for debugging and visualization
- Full State Serialization: Complete state save/load for archival and analysis
Contents
The repository provides:
-
Core Library:
mola_mapper_2d- The main 2D SLAM backend implementation -
CLI Tool:
mola-mapper-2d-cli- Command-line interface for offline processing - Example Configurations: YAML configuration templates for different scenarios
- ROS 2 Bridges: Integration components for ROS 2 (in separate ROS-specific package)
Quick Start
Build and Install
Refer to: https://docs.mola-slam.org/latest/#installing
# Standard MOLA installation (with ROS 2)
colcon build --packages-select mola_mapper_2d
# Or standalone (without ROS 2)
cmake -B build -DCMAKE_BUILD_TYPE=Release
cmake --build build
cmake --install build
Basic Usage
#include <mola_mapper_2d/Mapper2D.h>
// Create mapper instance
mola::Mapper2D mapper;
// Initialize from YAML configuration
mapper.initialize("config.yaml");
// Process observations in a loop
mapper.onObservation(observation);
// Get current estimates
auto pose = mapper.get_current_pose();
auto map = mapper.get_current_map();
// Save state for later resumption
auto state = mapper.get_state();
// ... serialize state ...
// Resume from saved state
mapper.resume_session(saved_pose);
Architecture
File truncated at 100 lines see the full file
Package Dependencies
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mola_mapper_2d at Robotics Stack Exchange
|
mola_mapper_2d package from mola_mapper_2d repomola_mapper_2d |
ROS Distro
|
Package Summary
| Version | 1.3.1 |
| License | GPLv3 |
| Build type | AMENT_CMAKE |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mola_mapper_2d.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2026-02-03 |
| Dev Status | DEVELOPED |
| Released | UNRELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
mola_mapper_2d
2D LiDAR Graph-SLAM backend component based on the MOLA and MRPT frameworks, compatible with ROS 2.
| Distro | Develop Branch | Releases | Stable Release |
|---|---|---|---|
| ROS2 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 |
Overview
This repository provides a C++ library mola_mapper_2d implementing a complete 2D LiDAR
SLAM system (Simultaneous Localization and Mapping) using pose graph optimization.
The mapper uses:
- GTSAM for factor graph optimization
- mp2p_icp for scan-to-map registration and loop closure detection
- MRPT for common robotics types and utilities
- MOLA framework for system integration and component management
Sensor input is provided via MOLA observation interfaces, making it compatible with various sensor front-ends (odometry, LiDAR, etc.). ROS 2 example launch files are provided in ros2-launches.
A CLI interface mola-mapper-2d-cli is also provided for running on offline datasets.
Features
- Graph-based SLAM: Maintains a pose graph of keyframes with SE(3) constraints
- Loop Closure Detection: Automatic detection and correction of large-scale loops
- Flexible ICP Pipelines: Separate configurable pipelines for odometry and loop closure
- Keyframe Management: Intelligent keyframe selection and old-keyframe replacement
- Robust Optimization: Levenberg-Marquardt optimization with robust noise models
- Multi-Sensor Support: Handles 2D/3D LiDAR observations with flexible sensor labeling
- Session Resumption: Supports resuming SLAM sessions from saved states for multi-session mapping
- Visualization Support: Built-in 3D scene generation for debugging and visualization
- Full State Serialization: Complete state save/load for archival and analysis
Contents
The repository provides:
-
Core Library:
mola_mapper_2d- The main 2D SLAM backend implementation -
CLI Tool:
mola-mapper-2d-cli- Command-line interface for offline processing - Example Configurations: YAML configuration templates for different scenarios
- ROS 2 Bridges: Integration components for ROS 2 (in separate ROS-specific package)
Quick Start
Build and Install
Refer to: https://docs.mola-slam.org/latest/#installing
# Standard MOLA installation (with ROS 2)
colcon build --packages-select mola_mapper_2d
# Or standalone (without ROS 2)
cmake -B build -DCMAKE_BUILD_TYPE=Release
cmake --build build
cmake --install build
Basic Usage
#include <mola_mapper_2d/Mapper2D.h>
// Create mapper instance
mola::Mapper2D mapper;
// Initialize from YAML configuration
mapper.initialize("config.yaml");
// Process observations in a loop
mapper.onObservation(observation);
// Get current estimates
auto pose = mapper.get_current_pose();
auto map = mapper.get_current_map();
// Save state for later resumption
auto state = mapper.get_state();
// ... serialize state ...
// Resume from saved state
mapper.resume_session(saved_pose);
Architecture
File truncated at 100 lines see the full file
Package Dependencies
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mola_mapper_2d at Robotics Stack Exchange
|
mola_mapper_2d package from mola_mapper_2d repomola_mapper_2d |
ROS Distro
|
Package Summary
| Version | 1.3.1 |
| License | GPLv3 |
| Build type | AMENT_CMAKE |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mola_mapper_2d.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2026-02-03 |
| Dev Status | DEVELOPED |
| Released | UNRELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
mola_mapper_2d
2D LiDAR Graph-SLAM backend component based on the MOLA and MRPT frameworks, compatible with ROS 2.
| Distro | Develop Branch | Releases | Stable Release |
|---|---|---|---|
| ROS2 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 |
Overview
This repository provides a C++ library mola_mapper_2d implementing a complete 2D LiDAR
SLAM system (Simultaneous Localization and Mapping) using pose graph optimization.
The mapper uses:
- GTSAM for factor graph optimization
- mp2p_icp for scan-to-map registration and loop closure detection
- MRPT for common robotics types and utilities
- MOLA framework for system integration and component management
Sensor input is provided via MOLA observation interfaces, making it compatible with various sensor front-ends (odometry, LiDAR, etc.). ROS 2 example launch files are provided in ros2-launches.
A CLI interface mola-mapper-2d-cli is also provided for running on offline datasets.
Features
- Graph-based SLAM: Maintains a pose graph of keyframes with SE(3) constraints
- Loop Closure Detection: Automatic detection and correction of large-scale loops
- Flexible ICP Pipelines: Separate configurable pipelines for odometry and loop closure
- Keyframe Management: Intelligent keyframe selection and old-keyframe replacement
- Robust Optimization: Levenberg-Marquardt optimization with robust noise models
- Multi-Sensor Support: Handles 2D/3D LiDAR observations with flexible sensor labeling
- Session Resumption: Supports resuming SLAM sessions from saved states for multi-session mapping
- Visualization Support: Built-in 3D scene generation for debugging and visualization
- Full State Serialization: Complete state save/load for archival and analysis
Contents
The repository provides:
-
Core Library:
mola_mapper_2d- The main 2D SLAM backend implementation -
CLI Tool:
mola-mapper-2d-cli- Command-line interface for offline processing - Example Configurations: YAML configuration templates for different scenarios
- ROS 2 Bridges: Integration components for ROS 2 (in separate ROS-specific package)
Quick Start
Build and Install
Refer to: https://docs.mola-slam.org/latest/#installing
# Standard MOLA installation (with ROS 2)
colcon build --packages-select mola_mapper_2d
# Or standalone (without ROS 2)
cmake -B build -DCMAKE_BUILD_TYPE=Release
cmake --build build
cmake --install build
Basic Usage
#include <mola_mapper_2d/Mapper2D.h>
// Create mapper instance
mola::Mapper2D mapper;
// Initialize from YAML configuration
mapper.initialize("config.yaml");
// Process observations in a loop
mapper.onObservation(observation);
// Get current estimates
auto pose = mapper.get_current_pose();
auto map = mapper.get_current_map();
// Save state for later resumption
auto state = mapper.get_state();
// ... serialize state ...
// Resume from saved state
mapper.resume_session(saved_pose);
Architecture
File truncated at 100 lines see the full file
Package Dependencies
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mola_mapper_2d at Robotics Stack Exchange
|
mola_mapper_2d package from mola_mapper_2d repomola_mapper_2d |
ROS Distro
|
Package Summary
| Version | 1.3.1 |
| License | GPLv3 |
| Build type | AMENT_CMAKE |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mola_mapper_2d.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2026-02-03 |
| Dev Status | DEVELOPED |
| Released | UNRELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
mola_mapper_2d
2D LiDAR Graph-SLAM backend component based on the MOLA and MRPT frameworks, compatible with ROS 2.
| Distro | Develop Branch | Releases | Stable Release |
|---|---|---|---|
| ROS2 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 |
Overview
This repository provides a C++ library mola_mapper_2d implementing a complete 2D LiDAR
SLAM system (Simultaneous Localization and Mapping) using pose graph optimization.
The mapper uses:
- GTSAM for factor graph optimization
- mp2p_icp for scan-to-map registration and loop closure detection
- MRPT for common robotics types and utilities
- MOLA framework for system integration and component management
Sensor input is provided via MOLA observation interfaces, making it compatible with various sensor front-ends (odometry, LiDAR, etc.). ROS 2 example launch files are provided in ros2-launches.
A CLI interface mola-mapper-2d-cli is also provided for running on offline datasets.
Features
- Graph-based SLAM: Maintains a pose graph of keyframes with SE(3) constraints
- Loop Closure Detection: Automatic detection and correction of large-scale loops
- Flexible ICP Pipelines: Separate configurable pipelines for odometry and loop closure
- Keyframe Management: Intelligent keyframe selection and old-keyframe replacement
- Robust Optimization: Levenberg-Marquardt optimization with robust noise models
- Multi-Sensor Support: Handles 2D/3D LiDAR observations with flexible sensor labeling
- Session Resumption: Supports resuming SLAM sessions from saved states for multi-session mapping
- Visualization Support: Built-in 3D scene generation for debugging and visualization
- Full State Serialization: Complete state save/load for archival and analysis
Contents
The repository provides:
-
Core Library:
mola_mapper_2d- The main 2D SLAM backend implementation -
CLI Tool:
mola-mapper-2d-cli- Command-line interface for offline processing - Example Configurations: YAML configuration templates for different scenarios
- ROS 2 Bridges: Integration components for ROS 2 (in separate ROS-specific package)
Quick Start
Build and Install
Refer to: https://docs.mola-slam.org/latest/#installing
# Standard MOLA installation (with ROS 2)
colcon build --packages-select mola_mapper_2d
# Or standalone (without ROS 2)
cmake -B build -DCMAKE_BUILD_TYPE=Release
cmake --build build
cmake --install build
Basic Usage
#include <mola_mapper_2d/Mapper2D.h>
// Create mapper instance
mola::Mapper2D mapper;
// Initialize from YAML configuration
mapper.initialize("config.yaml");
// Process observations in a loop
mapper.onObservation(observation);
// Get current estimates
auto pose = mapper.get_current_pose();
auto map = mapper.get_current_map();
// Save state for later resumption
auto state = mapper.get_state();
// ... serialize state ...
// Resume from saved state
mapper.resume_session(saved_pose);
Architecture
File truncated at 100 lines see the full file
Package Dependencies
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mola_mapper_2d at Robotics Stack Exchange
|
mola_mapper_2d package from mola_mapper_2d repomola_mapper_2d |
ROS Distro
|
Package Summary
| Version | 1.3.1 |
| License | GPLv3 |
| Build type | AMENT_CMAKE |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mola_mapper_2d.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2026-02-03 |
| Dev Status | DEVELOPED |
| Released | UNRELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
mola_mapper_2d
2D LiDAR Graph-SLAM backend component based on the MOLA and MRPT frameworks, compatible with ROS 2.
| Distro | Develop Branch | Releases | Stable Release |
|---|---|---|---|
| ROS2 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 |
Overview
This repository provides a C++ library mola_mapper_2d implementing a complete 2D LiDAR
SLAM system (Simultaneous Localization and Mapping) using pose graph optimization.
The mapper uses:
- GTSAM for factor graph optimization
- mp2p_icp for scan-to-map registration and loop closure detection
- MRPT for common robotics types and utilities
- MOLA framework for system integration and component management
Sensor input is provided via MOLA observation interfaces, making it compatible with various sensor front-ends (odometry, LiDAR, etc.). ROS 2 example launch files are provided in ros2-launches.
A CLI interface mola-mapper-2d-cli is also provided for running on offline datasets.
Features
- Graph-based SLAM: Maintains a pose graph of keyframes with SE(3) constraints
- Loop Closure Detection: Automatic detection and correction of large-scale loops
- Flexible ICP Pipelines: Separate configurable pipelines for odometry and loop closure
- Keyframe Management: Intelligent keyframe selection and old-keyframe replacement
- Robust Optimization: Levenberg-Marquardt optimization with robust noise models
- Multi-Sensor Support: Handles 2D/3D LiDAR observations with flexible sensor labeling
- Session Resumption: Supports resuming SLAM sessions from saved states for multi-session mapping
- Visualization Support: Built-in 3D scene generation for debugging and visualization
- Full State Serialization: Complete state save/load for archival and analysis
Contents
The repository provides:
-
Core Library:
mola_mapper_2d- The main 2D SLAM backend implementation -
CLI Tool:
mola-mapper-2d-cli- Command-line interface for offline processing - Example Configurations: YAML configuration templates for different scenarios
- ROS 2 Bridges: Integration components for ROS 2 (in separate ROS-specific package)
Quick Start
Build and Install
Refer to: https://docs.mola-slam.org/latest/#installing
# Standard MOLA installation (with ROS 2)
colcon build --packages-select mola_mapper_2d
# Or standalone (without ROS 2)
cmake -B build -DCMAKE_BUILD_TYPE=Release
cmake --build build
cmake --install build
Basic Usage
#include <mola_mapper_2d/Mapper2D.h>
// Create mapper instance
mola::Mapper2D mapper;
// Initialize from YAML configuration
mapper.initialize("config.yaml");
// Process observations in a loop
mapper.onObservation(observation);
// Get current estimates
auto pose = mapper.get_current_pose();
auto map = mapper.get_current_map();
// Save state for later resumption
auto state = mapper.get_state();
// ... serialize state ...
// Resume from saved state
mapper.resume_session(saved_pose);
Architecture
File truncated at 100 lines see the full file
Package Dependencies
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mola_mapper_2d at Robotics Stack Exchange
|
mola_mapper_2d package from mola_mapper_2d repomola_mapper_2d |
ROS Distro
|
Package Summary
| Version | 1.3.1 |
| License | GPLv3 |
| Build type | AMENT_CMAKE |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mola_mapper_2d.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2026-02-03 |
| Dev Status | DEVELOPED |
| Released | UNRELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
mola_mapper_2d
2D LiDAR Graph-SLAM backend component based on the MOLA and MRPT frameworks, compatible with ROS 2.
| Distro | Develop Branch | Releases | Stable Release |
|---|---|---|---|
| ROS2 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 |
Overview
This repository provides a C++ library mola_mapper_2d implementing a complete 2D LiDAR
SLAM system (Simultaneous Localization and Mapping) using pose graph optimization.
The mapper uses:
- GTSAM for factor graph optimization
- mp2p_icp for scan-to-map registration and loop closure detection
- MRPT for common robotics types and utilities
- MOLA framework for system integration and component management
Sensor input is provided via MOLA observation interfaces, making it compatible with various sensor front-ends (odometry, LiDAR, etc.). ROS 2 example launch files are provided in ros2-launches.
A CLI interface mola-mapper-2d-cli is also provided for running on offline datasets.
Features
- Graph-based SLAM: Maintains a pose graph of keyframes with SE(3) constraints
- Loop Closure Detection: Automatic detection and correction of large-scale loops
- Flexible ICP Pipelines: Separate configurable pipelines for odometry and loop closure
- Keyframe Management: Intelligent keyframe selection and old-keyframe replacement
- Robust Optimization: Levenberg-Marquardt optimization with robust noise models
- Multi-Sensor Support: Handles 2D/3D LiDAR observations with flexible sensor labeling
- Session Resumption: Supports resuming SLAM sessions from saved states for multi-session mapping
- Visualization Support: Built-in 3D scene generation for debugging and visualization
- Full State Serialization: Complete state save/load for archival and analysis
Contents
The repository provides:
-
Core Library:
mola_mapper_2d- The main 2D SLAM backend implementation -
CLI Tool:
mola-mapper-2d-cli- Command-line interface for offline processing - Example Configurations: YAML configuration templates for different scenarios
- ROS 2 Bridges: Integration components for ROS 2 (in separate ROS-specific package)
Quick Start
Build and Install
Refer to: https://docs.mola-slam.org/latest/#installing
# Standard MOLA installation (with ROS 2)
colcon build --packages-select mola_mapper_2d
# Or standalone (without ROS 2)
cmake -B build -DCMAKE_BUILD_TYPE=Release
cmake --build build
cmake --install build
Basic Usage
#include <mola_mapper_2d/Mapper2D.h>
// Create mapper instance
mola::Mapper2D mapper;
// Initialize from YAML configuration
mapper.initialize("config.yaml");
// Process observations in a loop
mapper.onObservation(observation);
// Get current estimates
auto pose = mapper.get_current_pose();
auto map = mapper.get_current_map();
// Save state for later resumption
auto state = mapper.get_state();
// ... serialize state ...
// Resume from saved state
mapper.resume_session(saved_pose);
Architecture
File truncated at 100 lines see the full file
Package Dependencies
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mola_mapper_2d at Robotics Stack Exchange
|
mola_mapper_2d package from mola_mapper_2d repomola_mapper_2d |
ROS Distro
|
Package Summary
| Version | 1.3.1 |
| License | GPLv3 |
| Build type | AMENT_CMAKE |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mola_mapper_2d.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2026-02-03 |
| Dev Status | DEVELOPED |
| Released | UNRELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
mola_mapper_2d
2D LiDAR Graph-SLAM backend component based on the MOLA and MRPT frameworks, compatible with ROS 2.
| Distro | Develop Branch | Releases | Stable Release |
|---|---|---|---|
| ROS2 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 |
Overview
This repository provides a C++ library mola_mapper_2d implementing a complete 2D LiDAR
SLAM system (Simultaneous Localization and Mapping) using pose graph optimization.
The mapper uses:
- GTSAM for factor graph optimization
- mp2p_icp for scan-to-map registration and loop closure detection
- MRPT for common robotics types and utilities
- MOLA framework for system integration and component management
Sensor input is provided via MOLA observation interfaces, making it compatible with various sensor front-ends (odometry, LiDAR, etc.). ROS 2 example launch files are provided in ros2-launches.
A CLI interface mola-mapper-2d-cli is also provided for running on offline datasets.
Features
- Graph-based SLAM: Maintains a pose graph of keyframes with SE(3) constraints
- Loop Closure Detection: Automatic detection and correction of large-scale loops
- Flexible ICP Pipelines: Separate configurable pipelines for odometry and loop closure
- Keyframe Management: Intelligent keyframe selection and old-keyframe replacement
- Robust Optimization: Levenberg-Marquardt optimization with robust noise models
- Multi-Sensor Support: Handles 2D/3D LiDAR observations with flexible sensor labeling
- Session Resumption: Supports resuming SLAM sessions from saved states for multi-session mapping
- Visualization Support: Built-in 3D scene generation for debugging and visualization
- Full State Serialization: Complete state save/load for archival and analysis
Contents
The repository provides:
-
Core Library:
mola_mapper_2d- The main 2D SLAM backend implementation -
CLI Tool:
mola-mapper-2d-cli- Command-line interface for offline processing - Example Configurations: YAML configuration templates for different scenarios
- ROS 2 Bridges: Integration components for ROS 2 (in separate ROS-specific package)
Quick Start
Build and Install
Refer to: https://docs.mola-slam.org/latest/#installing
# Standard MOLA installation (with ROS 2)
colcon build --packages-select mola_mapper_2d
# Or standalone (without ROS 2)
cmake -B build -DCMAKE_BUILD_TYPE=Release
cmake --build build
cmake --install build
Basic Usage
#include <mola_mapper_2d/Mapper2D.h>
// Create mapper instance
mola::Mapper2D mapper;
// Initialize from YAML configuration
mapper.initialize("config.yaml");
// Process observations in a loop
mapper.onObservation(observation);
// Get current estimates
auto pose = mapper.get_current_pose();
auto map = mapper.get_current_map();
// Save state for later resumption
auto state = mapper.get_state();
// ... serialize state ...
// Resume from saved state
mapper.resume_session(saved_pose);
Architecture
File truncated at 100 lines see the full file
Package Dependencies
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mola_mapper_2d at Robotics Stack Exchange
|
mola_mapper_2d package from mola_mapper_2d repomola_mapper_2d |
ROS Distro
|
Package Summary
| Version | 1.3.1 |
| License | GPLv3 |
| Build type | AMENT_CMAKE |
| Use | RECOMMENDED |
Repository Summary
| Checkout URI | https://github.com/MOLAorg/mola_mapper_2d.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2026-02-03 |
| Dev Status | DEVELOPED |
| Released | UNRELEASED |
| Contributing |
Help Wanted (-)
Good First Issues (-) Pull Requests to Review (-) |
Package Description
Additional Links
Maintainers
- Jose-Luis Blanco-Claraco
Authors
mola_mapper_2d
2D LiDAR Graph-SLAM backend component based on the MOLA and MRPT frameworks, compatible with ROS 2.
| Distro | Develop Branch | Releases | Stable Release |
|---|---|---|---|
| ROS2 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 |
Overview
This repository provides a C++ library mola_mapper_2d implementing a complete 2D LiDAR
SLAM system (Simultaneous Localization and Mapping) using pose graph optimization.
The mapper uses:
- GTSAM for factor graph optimization
- mp2p_icp for scan-to-map registration and loop closure detection
- MRPT for common robotics types and utilities
- MOLA framework for system integration and component management
Sensor input is provided via MOLA observation interfaces, making it compatible with various sensor front-ends (odometry, LiDAR, etc.). ROS 2 example launch files are provided in ros2-launches.
A CLI interface mola-mapper-2d-cli is also provided for running on offline datasets.
Features
- Graph-based SLAM: Maintains a pose graph of keyframes with SE(3) constraints
- Loop Closure Detection: Automatic detection and correction of large-scale loops
- Flexible ICP Pipelines: Separate configurable pipelines for odometry and loop closure
- Keyframe Management: Intelligent keyframe selection and old-keyframe replacement
- Robust Optimization: Levenberg-Marquardt optimization with robust noise models
- Multi-Sensor Support: Handles 2D/3D LiDAR observations with flexible sensor labeling
- Session Resumption: Supports resuming SLAM sessions from saved states for multi-session mapping
- Visualization Support: Built-in 3D scene generation for debugging and visualization
- Full State Serialization: Complete state save/load for archival and analysis
Contents
The repository provides:
-
Core Library:
mola_mapper_2d- The main 2D SLAM backend implementation -
CLI Tool:
mola-mapper-2d-cli- Command-line interface for offline processing - Example Configurations: YAML configuration templates for different scenarios
- ROS 2 Bridges: Integration components for ROS 2 (in separate ROS-specific package)
Quick Start
Build and Install
Refer to: https://docs.mola-slam.org/latest/#installing
# Standard MOLA installation (with ROS 2)
colcon build --packages-select mola_mapper_2d
# Or standalone (without ROS 2)
cmake -B build -DCMAKE_BUILD_TYPE=Release
cmake --build build
cmake --install build
Basic Usage
#include <mola_mapper_2d/Mapper2D.h>
// Create mapper instance
mola::Mapper2D mapper;
// Initialize from YAML configuration
mapper.initialize("config.yaml");
// Process observations in a loop
mapper.onObservation(observation);
// Get current estimates
auto pose = mapper.get_current_pose();
auto map = mapper.get_current_map();
// Save state for later resumption
auto state = mapper.get_state();
// ... serialize state ...
// Resume from saved state
mapper.resume_session(saved_pose);
Architecture
File truncated at 100 lines see the full file