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pyrgbd's Introduction

pyrgbd: python RGB-D processing tool

pyrgbd provides useful RGB-D processing snipets which are not directly covered by major libraries like OpenCV or Open3D.

Implemented functions

  • Project (3D -> 2D) / Unproject (2D with depth -> 3D)
  • Depth image to point cloud
  • Point cloud I/O
  • Undistortion for depth image
    • cv2.undistort() causes artifacts for invalid (0) and boundary since it uses bilinear interpolation
    • Our implementation is artifact-free by using Nearest Neighbor like approach.
      • However, small lines or holes may occur
Original After undistortion
  • RGB-D image coordinate mapping
    • By using intrinsics and extrinsics, convert RGB image onto depth image coordinate
RGB Depth RGB mapped on Depth

Try

  • Depth image to point cloud

    • python example/depth2pc.py
  • Undistortion for depth image, RGB-D image coordinate mapping and multi-view integration

    • python example/multi_view.py
    • This example partially depends on Open3D 0.9.0

Dependencies

  • numpy
  • cv2

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