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feat(autoware_pointcloud_preprocessor): add roi excluded downsample #10233
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feat(autoware_pointcloud_preprocessor): add roi excluded downsample #10233
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Thank you for contributing to the Autoware project! 🚧 If your pull request is in progress, switch it to draft mode. Please ensure:
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Signed-off-by: Kaan Çolak <kaancolak95@gmail.com>
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Signed-off-by: Kaan Çolak <kaancolak95@gmail.com>
Codecov ReportAttention: Patch coverage is
Additional details and impacted files@@ Coverage Diff @@
## main #10233 +/- ##
==========================================
- Coverage 26.40% 26.35% -0.05%
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Files 1390 1393 +3
Lines 107719 107904 +185
Branches 41501 41578 +77
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+ Hits 28442 28443 +1
- Misses 76442 76626 +184
Partials 2835 2835
*This pull request uses carry forward flags. Click here to find out more. ☔ View full report in Codecov by Sentry. 🚀 New features to boost your workflow:
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Description
This filter provides selective downsampling that preserves detailed point data in critical regions while reducing overall point cloud density:
The main purpose is to detect long-range stationary vehicles on the road, such as those stopped at an intersection or traffic light. With the point cloud densifier node, points at a distance will be densified and downsampling will not be applied in this densified area thanks to the roi excluded voxel-based downsampling operation.
2025-03-05.15-12-08.mp4
Parent Issue:
Relevant issue: feat(autoware_pointcloud_preprocessor): add pointcloud_densifier package #10226
Private Links:
How was this PR tested?
Notes for reviewers
run ->
ros2 launch autoware_pointcloud_preprocessor roi_excluded_voxel_grid_downsample_filter.launch.xml
Interface changes
None.
Effects on system behavior
None.