QDTrackX: Quasi-dense instance similarity learning
MOT20-04
Short name:
QDTrackX
Detector:
Private
Description:
https://arxiv.org/abs/2210.06984
Reference:
T. Fischer, J. Pang, T. Huang, L. Qiu, H. Chen, T. Darrell, F. Yu. QDTrack: Quasi-Dense Similarity Learning for Appearance-Only Multiple Object Tracking. In arXiv preprint arXiv:2210.06984, 2022.
Last submitted:
June 30, 2022 (3 years ago)
Published:
March 10, 2023 at 21:06:00 CET
Submissions:
3
Project page / code:
n/a
Open source:
No
Hardware:
TITAN RTX
Runtime:
7.5 Hz
Benchmark performance:
| Sequence | MOTA | IDF1 | HOTA | MT | ML | FP | FN | Rcll | Prcn | AssA | DetA | AssRe | AssPr | DetRe | DetPr | LocA | FAF | ID Sw. | Frag |
| MOT20 | 74.7 | 73.8 | 60.0 | 797 (64.2) | 162 (13.0) | 23,352 | 106,313 | 79.5 | 94.6 | 58.9 | 61.4 | 65.7 | 74.8 | 66.4 | 79.1 | 83.8 | 5.2 | 1,042 (0.0) | 1,973 (0.0) |
Detailed performance:
| Sequence | MOTA | IDF1 | HOTA | MT | ML | FP | FN | Rcll | Prcn | AssA | DetA | AssRe | AssPr | DetRe | DetPr | LocA | FAF | ID Sw. | Frag |
| MOT20-04 | 85.0 | 81.3 | 66.0 | 520 | 34 | 13,641 | 27,141 | 90.1 | 94.8 | 62.8 | 69.5 | 70.0 | 76.3 | 75.7 | 79.6 | 84.2 | 6.6 | 410 | 722 |
| MOT20-06 | 64.7 | 65.3 | 52.8 | 137 | 68 | 3,989 | 42,535 | 68.0 | 95.8 | 53.1 | 52.7 | 58.4 | 72.6 | 56.1 | 79.0 | 83.0 | 4.0 | 350 | 649 |
| MOT20-07 | 76.6 | 71.3 | 61.0 | 85 | 3 | 3,356 | 4,256 | 87.1 | 89.6 | 57.2 | 65.5 | 64.0 | 74.4 | 74.8 | 76.9 | 85.3 | 5.7 | 130 | 181 |
| MOT20-08 | 55.0 | 58.4 | 46.6 | 55 | 57 | 2,366 | 32,381 | 58.2 | 95.0 | 48.6 | 45.0 | 55.9 | 69.7 | 47.8 | 78.0 | 82.7 | 2.9 | 152 | 421 |
Raw data:
