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GraspingHelper

Utilizing realsense libraries and PCL to segment and localize cylinders on the desktop. Using Realsense D-series RGB-D camera.

Data

  • Capture 45 frames via a moving depth camera
  • Convert them into .pcd files
  • Below is an example showing the raw PointCloud data
  • video:

Implementation

  • Utilizing number of cylinders provided by user in advance to save computation time and enhance accuracy;

  • StatisticalFilter can save about 0.02-0.04s and enhance accuracy as well;

  • 'LeafSize' in voxelization is quite powerful for save computation time;

  • RegionGrowing does not work well in my case. Probably because of collections of outliers are hard to remove such that they are all counted into results; =======

  • RegionGrowing does not work well in my case. Probably because collections of outliers are hard to remove which are all counted into results;

Results

  • video:

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Cylindrical objects segmentation using PCL

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