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track_video
Farley Lai edited this page Apr 30, 2021
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1 revision
Each detection instance should contain (x1, y1, x2, y2, score [, cls]). While the class prediction is not required, it is still useful to save for custom filtering. Otherwise, each track additionally keeps track of the moving centers, sizes
Before: necessary to know whether tracking is enabled
Tracking | OFF | ON |
---|---|---|
--det-all | dets as tracks | track all |
person only | dets as tracks | track persons |
After: explicit detections and person tracks
Tracking | OFF | ON |
---|---|---|
--det-all | all dets, no tracks | obj dets, person tracks |
person only | person dets, no tracks | no dets, person tracks |
- Detection:
(x, y, w, h, score, features)
- Track:
(id, mean, cov, features,...)
- Detection:
(C, x1, y1, x2, y2, p, f, di)
- Track:
(id, C, cx, cy, w, h, history)
p: detection probability or score
f: object features
di: detection index w.r.t. detection frame
history: last few detections