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Architecture

Flow

frames
  -> mask (glare, optional tools)
  -> SLAM (camera path + 3D points)
  -> voxel coverage (visited / not visited)
  -> coverage.ply, metrics.json, minimap.png

Folders

Path Job
datasets/ Load C3VD, EndoSLAM, etc.
segmentation/ Masks before SLAM
slam/ ORB-SLAM3 or fallback VO
coverage/ Voxel visited flags
eval/ ATE and recall numbers
capture/ Live webcam / capture card
viz/ PLY and minimap images

Main script: src/scope_coverage_map/pipeline.py

SLAM modes

  • Fallback VO: OpenCV features. Runs on Windows without C++ build. Weaker on long clips.
  • ORB-SLAM3: Build on WSL2. Better tracking when set up.

Known issues

  • Shiny tissue: few features, drift.
  • Moving tissue: map warps.
  • Tools in view: can confuse tracking (mask helps).
  • One camera: scale can be wrong until aligned to ground truth.