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README.md 2026-05-30 1.8 kB
Release v20.0.0 source code.tar.gz 2026-05-30 26.5 MB
Release v20.0.0 source code.zip 2026-05-30 26.9 MB
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Major Changes

  • Python 3.10+ minimum (previously 3.9)
  • NumPy ≥ 2.2.0 required
  • LiTERT-Torch exporter replaces the old TFLite export path
  • TFLite backend fixes: XNNPACK dynamic reshape fallback, dimension mismatch fixes, flatten(1) in backbones for dynamic shape compatibility

New Features

  • GTA (Global Track Association) postprocessing — pure-appearance recovery pass for re-identifying dead tracks by embedding similarity, with GP-smoothed gap interpolation
  • ReID training pipeline improvements (feat/reid-training PR [#2300])
  • SAM2MOT and OccluBoost tracker configs added
  • tune_analysis module for hyperparameter tuning results
  • Dataset configs, cache improvements, and CLI enhancements — optional pipeline steps, new modes, SportsMOT support
  • Part-3 ViT model and resume validation metrics

Refactors

  • Tracker directory reorganization into bbox/, hybrid/, mask/ subcategories
  • Config directory flattening — removed benchmarks/ dir, flattened detectors/ subdirs, merged mot17-ablation into mot17 with a splits: mechanism
  • Engine rework — cache, replay, tracker, tuner, CLI updates
  • Native C++ replay backend updates with C++/Python parity

Performance

  • OBB IoU vectorization — batch rect pre-computation (~3.5× faster)
  • Frame-indexed detection lookup — O(1) instead of O(N) per frame
  • Image I/O skipping after first frame during tracking replay
  • Parallel TrackEval using NUM_THREADS

Fixes

  • KF per-class class-ID alignment
  • OBB KF tuning injection
  • KF velocity noise derived from GT accelerations instead of fixed 0.01 ratio
  • CI fixes (Python 3.9 → 3.10 matrices, test datasets switched to mot17-mini)
  • TUI blank-space cleanup, GTA warning fix
  • iou_batch_obb crash on empty inputs
Source: README.md, updated 2026-05-30