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Lite Classify 1.0

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@leobarua leobarua released this 19 Oct 01:26
· 29 commits to main since this release

First public release of Lite Classify: object-based land-cover mapping of drone
orthomosaics, offline on one Windows PC.

  • Segment an orthomosaic (and optional DSM) into objects with SLIC, on CPU or NVIDIA GPU
  • Discover the scene's classes with DINOv2 context embeddings and review them as image tiles
  • Train a Random Forest from clicked examples and retrain until the map stabilizes
  • Assess accuracy with a stratified sample: error matrix, area-weighted accuracy and
    area estimates with 95% confidence intervals

User manual: https://leobarua.github.io/liteclassify/manual/