Very first runnable BoT-SORT. Implement camera motion compensation wi…#232
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tstanczyk95 wants to merge 4 commits intoroboflow:developfrom
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Very first runnable BoT-SORT. Implement camera motion compensation wi…#232tstanczyk95 wants to merge 4 commits intoroboflow:developfrom
tstanczyk95 wants to merge 4 commits intoroboflow:developfrom
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…th orb.
What does this PR do?
Related Issue(s):
Type of Change
Testing
Test details:
Running the new algorithm (BoT-SORT) implementation on a full test sets of MOT17, SportsMOT and SoccerNet-tracking (no crashing, no errors) and obtaining the performance results from official evaluation server.
Checklist
Additional Context
It already performs better than the previously implemented algorithms (e.g. ByteTrack, the baseline). Development is still in progress. Currently two camera motion compensation (CMC) mechanisms are implemented: ORB, SIFT, sparse optical flow.
Initiating it as:
tracker = BoTSORTTracker(enable_cmc=True, cmc_method="sift")Mind that its update function requires current frame:
dets = tracker.update(dets, frame)Note: SIFT-bsaed CMC is considerably and noticeably slower than the ORB and sparse optical flow ones.