Package Summary
| Tags | No category tags. |
| Version | 2.0.0 |
| License | BSD-3-Clause |
| Build type | CATKIN |
| Use | RECOMMENDED |
Repository Summary
| Description | Multi primitive-to-primitive (MP2P) ICP algorithms in C++ |
| Checkout URI | https://github.com/MOLAorg/mp2p_icp.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2025-10-22 |
| Dev Status | DEVELOPED |
| Released | RELEASED |
| Tags | registration slam point-clouds icp |
| 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
2.0.0 (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
- New FPS filter
- Remove FilterDecimateVoxelsQuadratic
- Style: public 'params_' rename as 'params'
- New interface 'IcpPrepareCapable'
- Add new virtual interface NearestPointWithCovCapable
- Refactor mp2p_icp_map into mp2p_icp_common for IMU-related parts
- Finished integration of new IMU API package
- Depend on imu external library
- Move code out to the imu preintegration package
- Move LocalVelocityBuffer to the IMU repository
- Add [[nodiscard]] to icp_pipeline_from_yaml()
- deskew filter: new option 'in_place' to avoid allocating a new cloud whenever possible
- Finish implementation of higher-order IMU interpolator
- Implement trajectory reconstruction for deskew
- cmake files: prefer spaces indentation
- Add imu preintegration package as dependency
- FilterNormalizeIntensity can now use a fixed min/max range given by hand
- Docs: update mp2p_icp_basics for better searchability of simplemaps
- New option to set pointcloud alpha channel
- Contributors: Jose Luis Blanco-Claraco
1.8.0 (2025-08-26)
- Modernize and unify license notes in all files
- Merge pull request
#8 from
MOLAorg/feat/precise-deskew Precise scan deskew:
- Implement LocalVelocityBuffer inside ParameterSource's
- Update LocalVelocityBuffer from IMU data from Generators.
- Export / Import LocalVelocityBuffer to/from YAML
- Implement precise cloud undistortion in FilterDeskew
- Use precise cloud undistortion in the context of sm2mm.
- sm2mm: Use local velocity buffer if available
- add serialization to velocity buffer
- Generators now handle IMU readings and forward them to the velocity buffer
- Update to latest mola_common for embedded builds
- linter: clang-tidy fixes
- fix param name for better consistency
- feature: Option to use std::map instead of tsl robin_map in voxelization filters
- docs: fill txt2mm man page
- Feature: txt2mm new import format 'xyzrgb_normalized'
- remove code to support older MRPT versions; code style clean ups
- Fix: FilterAdjustTimestamps may trigger exception if input cloud is empty
- Contributors: Jose Luis Blanco-Claraco
1.7.1 (2025-06-20)
- docs: Populate sm2mm app page
- New feature: all pipeline modules now has an optional "plugin" YAML field to load them from user-provided plugins.
- Update REAME ROS badges
- Contributors: Jose Luis Blanco-Claraco
1.7.0 (2025-06-02)
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
| Tags | No category tags. |
| Version | 2.0.0 |
| License | BSD-3-Clause |
| Build type | CATKIN |
| Use | RECOMMENDED |
Repository Summary
| Description | Multi primitive-to-primitive (MP2P) ICP algorithms in C++ |
| Checkout URI | https://github.com/MOLAorg/mp2p_icp.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2025-10-22 |
| Dev Status | DEVELOPED |
| Released | RELEASED |
| Tags | registration slam point-clouds icp |
| 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
2.0.0 (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
- New FPS filter
- Remove FilterDecimateVoxelsQuadratic
- Style: public 'params_' rename as 'params'
- New interface 'IcpPrepareCapable'
- Add new virtual interface NearestPointWithCovCapable
- Refactor mp2p_icp_map into mp2p_icp_common for IMU-related parts
- Finished integration of new IMU API package
- Depend on imu external library
- Move code out to the imu preintegration package
- Move LocalVelocityBuffer to the IMU repository
- Add [[nodiscard]] to icp_pipeline_from_yaml()
- deskew filter: new option 'in_place' to avoid allocating a new cloud whenever possible
- Finish implementation of higher-order IMU interpolator
- Implement trajectory reconstruction for deskew
- cmake files: prefer spaces indentation
- Add imu preintegration package as dependency
- FilterNormalizeIntensity can now use a fixed min/max range given by hand
- Docs: update mp2p_icp_basics for better searchability of simplemaps
- New option to set pointcloud alpha channel
- Contributors: Jose Luis Blanco-Claraco
1.8.0 (2025-08-26)
- Modernize and unify license notes in all files
- Merge pull request
#8 from
MOLAorg/feat/precise-deskew Precise scan deskew:
- Implement LocalVelocityBuffer inside ParameterSource's
- Update LocalVelocityBuffer from IMU data from Generators.
- Export / Import LocalVelocityBuffer to/from YAML
- Implement precise cloud undistortion in FilterDeskew
- Use precise cloud undistortion in the context of sm2mm.
- sm2mm: Use local velocity buffer if available
- add serialization to velocity buffer
- Generators now handle IMU readings and forward them to the velocity buffer
- Update to latest mola_common for embedded builds
- linter: clang-tidy fixes
- fix param name for better consistency
- feature: Option to use std::map instead of tsl robin_map in voxelization filters
- docs: fill txt2mm man page
- Feature: txt2mm new import format 'xyzrgb_normalized'
- remove code to support older MRPT versions; code style clean ups
- Fix: FilterAdjustTimestamps may trigger exception if input cloud is empty
- Contributors: Jose Luis Blanco-Claraco
1.7.1 (2025-06-20)
- docs: Populate sm2mm app page
- New feature: all pipeline modules now has an optional "plugin" YAML field to load them from user-provided plugins.
- Update REAME ROS badges
- Contributors: Jose Luis Blanco-Claraco
1.7.0 (2025-06-02)
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
| Tags | No category tags. |
| Version | 2.0.0 |
| License | BSD-3-Clause |
| Build type | CATKIN |
| Use | RECOMMENDED |
Repository Summary
| Description | Multi primitive-to-primitive (MP2P) ICP algorithms in C++ |
| Checkout URI | https://github.com/MOLAorg/mp2p_icp.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2025-10-22 |
| Dev Status | DEVELOPED |
| Released | RELEASED |
| Tags | registration slam point-clouds icp |
| 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
2.0.0 (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
- New FPS filter
- Remove FilterDecimateVoxelsQuadratic
- Style: public 'params_' rename as 'params'
- New interface 'IcpPrepareCapable'
- Add new virtual interface NearestPointWithCovCapable
- Refactor mp2p_icp_map into mp2p_icp_common for IMU-related parts
- Finished integration of new IMU API package
- Depend on imu external library
- Move code out to the imu preintegration package
- Move LocalVelocityBuffer to the IMU repository
- Add [[nodiscard]] to icp_pipeline_from_yaml()
- deskew filter: new option 'in_place' to avoid allocating a new cloud whenever possible
- Finish implementation of higher-order IMU interpolator
- Implement trajectory reconstruction for deskew
- cmake files: prefer spaces indentation
- Add imu preintegration package as dependency
- FilterNormalizeIntensity can now use a fixed min/max range given by hand
- Docs: update mp2p_icp_basics for better searchability of simplemaps
- New option to set pointcloud alpha channel
- Contributors: Jose Luis Blanco-Claraco
1.8.0 (2025-08-26)
- Modernize and unify license notes in all files
- Merge pull request
#8 from
MOLAorg/feat/precise-deskew Precise scan deskew:
- Implement LocalVelocityBuffer inside ParameterSource's
- Update LocalVelocityBuffer from IMU data from Generators.
- Export / Import LocalVelocityBuffer to/from YAML
- Implement precise cloud undistortion in FilterDeskew
- Use precise cloud undistortion in the context of sm2mm.
- sm2mm: Use local velocity buffer if available
- add serialization to velocity buffer
- Generators now handle IMU readings and forward them to the velocity buffer
- Update to latest mola_common for embedded builds
- linter: clang-tidy fixes
- fix param name for better consistency
- feature: Option to use std::map instead of tsl robin_map in voxelization filters
- docs: fill txt2mm man page
- Feature: txt2mm new import format 'xyzrgb_normalized'
- remove code to support older MRPT versions; code style clean ups
- Fix: FilterAdjustTimestamps may trigger exception if input cloud is empty
- Contributors: Jose Luis Blanco-Claraco
1.7.1 (2025-06-20)
- docs: Populate sm2mm app page
- New feature: all pipeline modules now has an optional "plugin" YAML field to load them from user-provided plugins.
- Update REAME ROS badges
- Contributors: Jose Luis Blanco-Claraco
1.7.0 (2025-06-02)
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
| Tags | No category tags. |
| Version | 2.0.0 |
| License | BSD-3-Clause |
| Build type | CATKIN |
| Use | RECOMMENDED |
Repository Summary
| Description | Multi primitive-to-primitive (MP2P) ICP algorithms in C++ |
| Checkout URI | https://github.com/MOLAorg/mp2p_icp.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2025-10-22 |
| Dev Status | DEVELOPED |
| Released | RELEASED |
| Tags | registration slam point-clouds icp |
| 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
2.0.0 (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
- New FPS filter
- Remove FilterDecimateVoxelsQuadratic
- Style: public 'params_' rename as 'params'
- New interface 'IcpPrepareCapable'
- Add new virtual interface NearestPointWithCovCapable
- Refactor mp2p_icp_map into mp2p_icp_common for IMU-related parts
- Finished integration of new IMU API package
- Depend on imu external library
- Move code out to the imu preintegration package
- Move LocalVelocityBuffer to the IMU repository
- Add [[nodiscard]] to icp_pipeline_from_yaml()
- deskew filter: new option 'in_place' to avoid allocating a new cloud whenever possible
- Finish implementation of higher-order IMU interpolator
- Implement trajectory reconstruction for deskew
- cmake files: prefer spaces indentation
- Add imu preintegration package as dependency
- FilterNormalizeIntensity can now use a fixed min/max range given by hand
- Docs: update mp2p_icp_basics for better searchability of simplemaps
- New option to set pointcloud alpha channel
- Contributors: Jose Luis Blanco-Claraco
1.8.0 (2025-08-26)
- Modernize and unify license notes in all files
- Merge pull request
#8 from
MOLAorg/feat/precise-deskew Precise scan deskew:
- Implement LocalVelocityBuffer inside ParameterSource's
- Update LocalVelocityBuffer from IMU data from Generators.
- Export / Import LocalVelocityBuffer to/from YAML
- Implement precise cloud undistortion in FilterDeskew
- Use precise cloud undistortion in the context of sm2mm.
- sm2mm: Use local velocity buffer if available
- add serialization to velocity buffer
- Generators now handle IMU readings and forward them to the velocity buffer
- Update to latest mola_common for embedded builds
- linter: clang-tidy fixes
- fix param name for better consistency
- feature: Option to use std::map instead of tsl robin_map in voxelization filters
- docs: fill txt2mm man page
- Feature: txt2mm new import format 'xyzrgb_normalized'
- remove code to support older MRPT versions; code style clean ups
- Fix: FilterAdjustTimestamps may trigger exception if input cloud is empty
- Contributors: Jose Luis Blanco-Claraco
1.7.1 (2025-06-20)
- docs: Populate sm2mm app page
- New feature: all pipeline modules now has an optional "plugin" YAML field to load them from user-provided plugins.
- Update REAME ROS badges
- Contributors: Jose Luis Blanco-Claraco
1.7.0 (2025-06-02)
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
| Tags | No category tags. |
| Version | 2.0.0 |
| License | BSD-3-Clause |
| Build type | CATKIN |
| Use | RECOMMENDED |
Repository Summary
| Description | Multi primitive-to-primitive (MP2P) ICP algorithms in C++ |
| Checkout URI | https://github.com/MOLAorg/mp2p_icp.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2025-10-22 |
| Dev Status | DEVELOPED |
| Released | RELEASED |
| Tags | registration slam point-clouds icp |
| 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
2.0.0 (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
- New FPS filter
- Remove FilterDecimateVoxelsQuadratic
- Style: public 'params_' rename as 'params'
- New interface 'IcpPrepareCapable'
- Add new virtual interface NearestPointWithCovCapable
- Refactor mp2p_icp_map into mp2p_icp_common for IMU-related parts
- Finished integration of new IMU API package
- Depend on imu external library
- Move code out to the imu preintegration package
- Move LocalVelocityBuffer to the IMU repository
- Add [[nodiscard]] to icp_pipeline_from_yaml()
- deskew filter: new option 'in_place' to avoid allocating a new cloud whenever possible
- Finish implementation of higher-order IMU interpolator
- Implement trajectory reconstruction for deskew
- cmake files: prefer spaces indentation
- Add imu preintegration package as dependency
- FilterNormalizeIntensity can now use a fixed min/max range given by hand
- Docs: update mp2p_icp_basics for better searchability of simplemaps
- New option to set pointcloud alpha channel
- Contributors: Jose Luis Blanco-Claraco
1.8.0 (2025-08-26)
- Modernize and unify license notes in all files
- Merge pull request
#8 from
MOLAorg/feat/precise-deskew Precise scan deskew:
- Implement LocalVelocityBuffer inside ParameterSource's
- Update LocalVelocityBuffer from IMU data from Generators.
- Export / Import LocalVelocityBuffer to/from YAML
- Implement precise cloud undistortion in FilterDeskew
- Use precise cloud undistortion in the context of sm2mm.
- sm2mm: Use local velocity buffer if available
- add serialization to velocity buffer
- Generators now handle IMU readings and forward them to the velocity buffer
- Update to latest mola_common for embedded builds
- linter: clang-tidy fixes
- fix param name for better consistency
- feature: Option to use std::map instead of tsl robin_map in voxelization filters
- docs: fill txt2mm man page
- Feature: txt2mm new import format 'xyzrgb_normalized'
- remove code to support older MRPT versions; code style clean ups
- Fix: FilterAdjustTimestamps may trigger exception if input cloud is empty
- Contributors: Jose Luis Blanco-Claraco
1.7.1 (2025-06-20)
- docs: Populate sm2mm app page
- New feature: all pipeline modules now has an optional "plugin" YAML field to load them from user-provided plugins.
- Update REAME ROS badges
- Contributors: Jose Luis Blanco-Claraco
1.7.0 (2025-06-02)
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
| Tags | No category tags. |
| Version | 2.0.0 |
| License | BSD-3-Clause |
| Build type | CATKIN |
| Use | RECOMMENDED |
Repository Summary
| Description | Multi primitive-to-primitive (MP2P) ICP algorithms in C++ |
| Checkout URI | https://github.com/MOLAorg/mp2p_icp.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2025-10-22 |
| Dev Status | DEVELOPED |
| Released | RELEASED |
| Tags | registration slam point-clouds icp |
| 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
2.0.0 (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
- New FPS filter
- Remove FilterDecimateVoxelsQuadratic
- Style: public 'params_' rename as 'params'
- New interface 'IcpPrepareCapable'
- Add new virtual interface NearestPointWithCovCapable
- Refactor mp2p_icp_map into mp2p_icp_common for IMU-related parts
- Finished integration of new IMU API package
- Depend on imu external library
- Move code out to the imu preintegration package
- Move LocalVelocityBuffer to the IMU repository
- Add [[nodiscard]] to icp_pipeline_from_yaml()
- deskew filter: new option 'in_place' to avoid allocating a new cloud whenever possible
- Finish implementation of higher-order IMU interpolator
- Implement trajectory reconstruction for deskew
- cmake files: prefer spaces indentation
- Add imu preintegration package as dependency
- FilterNormalizeIntensity can now use a fixed min/max range given by hand
- Docs: update mp2p_icp_basics for better searchability of simplemaps
- New option to set pointcloud alpha channel
- Contributors: Jose Luis Blanco-Claraco
1.8.0 (2025-08-26)
- Modernize and unify license notes in all files
- Merge pull request
#8 from
MOLAorg/feat/precise-deskew Precise scan deskew:
- Implement LocalVelocityBuffer inside ParameterSource's
- Update LocalVelocityBuffer from IMU data from Generators.
- Export / Import LocalVelocityBuffer to/from YAML
- Implement precise cloud undistortion in FilterDeskew
- Use precise cloud undistortion in the context of sm2mm.
- sm2mm: Use local velocity buffer if available
- add serialization to velocity buffer
- Generators now handle IMU readings and forward them to the velocity buffer
- Update to latest mola_common for embedded builds
- linter: clang-tidy fixes
- fix param name for better consistency
- feature: Option to use std::map instead of tsl robin_map in voxelization filters
- docs: fill txt2mm man page
- Feature: txt2mm new import format 'xyzrgb_normalized'
- remove code to support older MRPT versions; code style clean ups
- Fix: FilterAdjustTimestamps may trigger exception if input cloud is empty
- Contributors: Jose Luis Blanco-Claraco
1.7.1 (2025-06-20)
- docs: Populate sm2mm app page
- New feature: all pipeline modules now has an optional "plugin" YAML field to load them from user-provided plugins.
- Update REAME ROS badges
- Contributors: Jose Luis Blanco-Claraco
1.7.0 (2025-06-02)
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
| Tags | No category tags. |
| Version | 1.6.7 |
| License | BSD-3-Clause |
| Build type | CATKIN |
| Use | RECOMMENDED |
Repository Summary
| Description | Multi primitive-to-primitive (MP2P) ICP algorithms in C++ |
| Checkout URI | https://github.com/MOLAorg/mp2p_icp.git |
| VCS Type | git |
| VCS Version | master |
| Last Updated | 2025-09-01 |
| Dev Status | DEVELOPED |
| Released | RELEASED |
| Tags | registration slam point-clouds icp |
| 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 |
|---|---|---|---|
| ROS1 Noetic (u20.04) | amd64 arm64 armhf |
||
| ROS 2 Humble (u22.04) | amd64 arm64 |
||
| ROS 2 Jazzy @ u24.04 | amd64 arm64 |
||
| ROS 2 Rolling (u24.04) | amd64 arm64 |
| EOL Distro | Last release |
|---|---|
| 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: 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
1.6.7 (2025-04-03)
- mm-georef cli app: support reading/writing georef info in YAML format
- georeferencing metadata now can be read/writen as YAML files
- clang-format: switch to column limit=100
- Update to robin-map v1.4.0
- Contributors: Jose Luis Blanco-Claraco
1.6.6 (2025-02-26)
- Docs: add page for mm-georef
- docs: Update 2025 paper citation
- print metric_map_t as string: show lat/lon coordinates in a format directly compatible with Google Map searches.
- New cli tool: mm-georef, to manipulate the geo-referencing metadata of metric map files
- Contributors: Jose Luis Blanco-Claraco
1.6.5 (2025-01-28)
- Add GitHub actions
- Add pole-detector filter
- mm-filter app: add --load-plugins flag too
- Add sanity check assert in FilterDeskew
- Contributors: Jose Luis Blanco-Claraco
1.6.4 (2024-12-18)
- merge two docs pages in one to shorten the docs TOC
- Update README.md: Mark ROS2 Iron as EOL
- Also use TBB for parallel solving point-to-plane pairings
- Contributors: Jose Luis Blanco-Claraco
1.6.3 (2024-11-11)
- icp-log-viewer: also reduce GUI refresh rate
- mm-viewer: avoid useless GUI refresh (CPU usage reduction)
- txt2mm: Add input filter xyzrgb
- mm-viewer: add a 'fit view to map' button
- New cli app rawlog-filter
- FilterCurvature: better handling scans with <=3 points in some rings
- new subcommand 'sm-cli tf'
- Contributors: Jose Luis Blanco-Claraco
1.6.2 (2024-09-14)
- Expose << and >> operators for geo-reference data structures
- Fix missing build_dep
- Contributors: Jose Luis Blanco-Claraco
1.6.1 (2024-09-11)
- Fix missing catkin buildtoo_depend for ROS1 builds
- Update RTTI macros for upcoming MRPT 2.14.0
- Contributors: Jose Luis Blanco-Claraco
1.6.0 (2024-09-08)
- Port Point2Plane matcher to use the new NN-for-planes API
- mp2p_icp_map library: add NearestPlaneCapable virtual API
- cmake: move from glob expressions to explicit lists of source files
- clarify eigenvalues order in headers
- Contributors: Jose Luis Blanco-Claraco
1.5.6 (2024-09-07)
- sm2mm cli: show map contents before writing to disk
- add another demo sm2mm file for the mola tutorials
- Add another sm2mm demo file w/o deskew for the mola mapping tutorial
- Matcher_Point2Plane: fix build error in armhf
- Fix build with embedded mola_common
- README: Add ROS badges for all architectures
- Contributors: Jose Luis Blanco-Claraco
1.5.5 (2024-08-27)
- Explicitly add tbb as dependency in package.xml
- Depend on new mrpt_lib packages (deprecate mrpt2)
- FIX: build errors in armhf arch
- Contributors: Jose Luis Blanco-Claraco
1.5.4 (2024-08-20)
- Do not use Eigen::Vector for compatibility with Eigen3 <3.4 in ROS Noetic
- Contributors: Jose Luis Blanco-Claraco
1.5.3 (2024-08-20)
- Re-add ROS1 Noetic as supported distribution
- Generator sanity check asserts: more informative error messages
- sm-cli: new command 'join' to merge simplemaps
- icp-log-viewer UI: new keybind 'I' to switch initial/final pose
- icp-log-viewer UI: add option to visualize voxelmaps empty space
- Contributors: Jose Luis Blanco-Claraco
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 |
System Dependencies
Dependant Packages
Launch files
Messages
Services
Plugins
Recent questions tagged mp2p_icp at Robotics Stack Exchange
Package Summary
| Tags | No category tags. |
| Version | 2.0.0 |
| License | BSD-3-Clause |
| Build type | CATKIN |
| Use | RECOMMENDED |
Repository Summary
| Description | Multi primitive-to-primitive (MP2P) ICP algorithms in C++ |
| Checkout URI | https://github.com/MOLAorg/mp2p_icp.git |
| VCS Type | git |
| VCS Version | develop |
| Last Updated | 2025-10-22 |
| Dev Status | DEVELOPED |
| Released | RELEASED |
| Tags | registration slam point-clouds icp |
| 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
2.0.0 (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
- New FPS filter
- Remove FilterDecimateVoxelsQuadratic
- Style: public 'params_' rename as 'params'
- New interface 'IcpPrepareCapable'
- Add new virtual interface NearestPointWithCovCapable
- Refactor mp2p_icp_map into mp2p_icp_common for IMU-related parts
- Finished integration of new IMU API package
- Depend on imu external library
- Move code out to the imu preintegration package
- Move LocalVelocityBuffer to the IMU repository
- Add [[nodiscard]] to icp_pipeline_from_yaml()
- deskew filter: new option 'in_place' to avoid allocating a new cloud whenever possible
- Finish implementation of higher-order IMU interpolator
- Implement trajectory reconstruction for deskew
- cmake files: prefer spaces indentation
- Add imu preintegration package as dependency
- FilterNormalizeIntensity can now use a fixed min/max range given by hand
- Docs: update mp2p_icp_basics for better searchability of simplemaps
- New option to set pointcloud alpha channel
- Contributors: Jose Luis Blanco-Claraco
1.8.0 (2025-08-26)
- Modernize and unify license notes in all files
- Merge pull request
#8 from
MOLAorg/feat/precise-deskew Precise scan deskew:
- Implement LocalVelocityBuffer inside ParameterSource's
- Update LocalVelocityBuffer from IMU data from Generators.
- Export / Import LocalVelocityBuffer to/from YAML
- Implement precise cloud undistortion in FilterDeskew
- Use precise cloud undistortion in the context of sm2mm.
- sm2mm: Use local velocity buffer if available
- add serialization to velocity buffer
- Generators now handle IMU readings and forward them to the velocity buffer
- Update to latest mola_common for embedded builds
- linter: clang-tidy fixes
- fix param name for better consistency
- feature: Option to use std::map instead of tsl robin_map in voxelization filters
- docs: fill txt2mm man page
- Feature: txt2mm new import format 'xyzrgb_normalized'
- remove code to support older MRPT versions; code style clean ups
- Fix: FilterAdjustTimestamps may trigger exception if input cloud is empty
- Contributors: Jose Luis Blanco-Claraco
1.7.1 (2025-06-20)
- docs: Populate sm2mm app page
- New feature: all pipeline modules now has an optional "plugin" YAML field to load them from user-provided plugins.
- Update REAME ROS badges
- Contributors: Jose Luis Blanco-Claraco
1.7.0 (2025-06-02)
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
| Tags | No category tags. |
| Version | 1.6.7 |
| License | BSD-3-Clause |
| Build type | CATKIN |
| Use | RECOMMENDED |
Repository Summary
| Description | Multi primitive-to-primitive (MP2P) ICP algorithms in C++ |
| Checkout URI | https://github.com/MOLAorg/mp2p_icp.git |
| VCS Type | git |
| VCS Version | master |
| Last Updated | 2025-09-01 |
| Dev Status | DEVELOPED |
| Released | RELEASED |
| Tags | registration slam point-clouds icp |
| 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 |
|---|---|---|---|
| ROS1 Noetic (u20.04) | amd64 arm64 armhf |
||
| ROS 2 Humble (u22.04) | amd64 arm64 |
||
| ROS 2 Jazzy @ u24.04 | amd64 arm64 |
||
| ROS 2 Rolling (u24.04) | amd64 arm64 |
| EOL Distro | Last release |
|---|---|
| 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: 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
1.6.7 (2025-04-03)
- mm-georef cli app: support reading/writing georef info in YAML format
- georeferencing metadata now can be read/writen as YAML files
- clang-format: switch to column limit=100
- Update to robin-map v1.4.0
- Contributors: Jose Luis Blanco-Claraco
1.6.6 (2025-02-26)
- Docs: add page for mm-georef
- docs: Update 2025 paper citation
- print metric_map_t as string: show lat/lon coordinates in a format directly compatible with Google Map searches.
- New cli tool: mm-georef, to manipulate the geo-referencing metadata of metric map files
- Contributors: Jose Luis Blanco-Claraco
1.6.5 (2025-01-28)
- Add GitHub actions
- Add pole-detector filter
- mm-filter app: add --load-plugins flag too
- Add sanity check assert in FilterDeskew
- Contributors: Jose Luis Blanco-Claraco
1.6.4 (2024-12-18)
- merge two docs pages in one to shorten the docs TOC
- Update README.md: Mark ROS2 Iron as EOL
- Also use TBB for parallel solving point-to-plane pairings
- Contributors: Jose Luis Blanco-Claraco
1.6.3 (2024-11-11)
- icp-log-viewer: also reduce GUI refresh rate
- mm-viewer: avoid useless GUI refresh (CPU usage reduction)
- txt2mm: Add input filter xyzrgb
- mm-viewer: add a 'fit view to map' button
- New cli app rawlog-filter
- FilterCurvature: better handling scans with <=3 points in some rings
- new subcommand 'sm-cli tf'
- Contributors: Jose Luis Blanco-Claraco
1.6.2 (2024-09-14)
- Expose << and >> operators for geo-reference data structures
- Fix missing build_dep
- Contributors: Jose Luis Blanco-Claraco
1.6.1 (2024-09-11)
- Fix missing catkin buildtoo_depend for ROS1 builds
- Update RTTI macros for upcoming MRPT 2.14.0
- Contributors: Jose Luis Blanco-Claraco
1.6.0 (2024-09-08)
- Port Point2Plane matcher to use the new NN-for-planes API
- mp2p_icp_map library: add NearestPlaneCapable virtual API
- cmake: move from glob expressions to explicit lists of source files
- clarify eigenvalues order in headers
- Contributors: Jose Luis Blanco-Claraco
1.5.6 (2024-09-07)
- sm2mm cli: show map contents before writing to disk
- add another demo sm2mm file for the mola tutorials
- Add another sm2mm demo file w/o deskew for the mola mapping tutorial
- Matcher_Point2Plane: fix build error in armhf
- Fix build with embedded mola_common
- README: Add ROS badges for all architectures
- Contributors: Jose Luis Blanco-Claraco
1.5.5 (2024-08-27)
- Explicitly add tbb as dependency in package.xml
- Depend on new mrpt_lib packages (deprecate mrpt2)
- FIX: build errors in armhf arch
- Contributors: Jose Luis Blanco-Claraco
1.5.4 (2024-08-20)
- Do not use Eigen::Vector for compatibility with Eigen3 <3.4 in ROS Noetic
- Contributors: Jose Luis Blanco-Claraco
1.5.3 (2024-08-20)
- Re-add ROS1 Noetic as supported distribution
- Generator sanity check asserts: more informative error messages
- sm-cli: new command 'join' to merge simplemaps
- icp-log-viewer UI: new keybind 'I' to switch initial/final pose
- icp-log-viewer UI: add option to visualize voxelmaps empty space
- Contributors: Jose Luis Blanco-Claraco
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 |
System Dependencies
Dependant Packages
| Name | Deps |
|---|---|
| mrpt_local_obstacles |