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[WIP] Upgrade tensor-based RGB-D Reconstruction System

Open theNded opened this issue 2 years ago • 1 comments

New modules

  • [x] --fragment_registration: point cloud odometry and global registration with tensor ICP and correspondences from feature matching
  • [x] --fusion: final reconstruction after joint optimization

Improvements

  • [x] pose graph wrapper's visualization module

TODO (minor)

  • [ ] Policies for point cloud loop closure detection: [exhaustive, windowed, random]
  • [ ] RGB-D loop closure from features (temporarily cv2's ORB feature)
  • [ ] Multi-scale ICP and refined pose graph optimization
  • [ ] CPU/CUDA/Legacy switcher

Future work

  • [ ] Fast global registration with CUDA
  • [ ] Mean reduction for voxel downsample
  • [ ] GUI (look into COLMAP)
  • [ ] Interface for learned loop closure detection (external learned image/point cloud descriptors)

This change is Reviewable

theNded avatar Apr 06 '23 20:04 theNded

Thanks for submitting this pull request! The maintainers of this repository would appreciate if you could update the CHANGELOG.md based on your changes.

update-docs[bot] avatar Apr 06 '23 20:04 update-docs[bot]