Short name:
PatchTrack
Detector:
Private
Description:
A Transformer-based joint-detection-and-tracking system that predicts tracks using patches of the current frame of interest.
Reference:
X. Chen, S. Iranmanesh, C. Lien. PatchTrack: Multiple Object Tracking Using Frame Patches. In , 2022.
Last submitted:
November 14, 2021 (3 years ago)
Published:
November 18, 2021 at 15:22:17 CET
Submissions:
1
Project page / code:
n/a
Open source:
No
Hardware:
1 GPU
Runtime:
6.1 Hz
Benchmark performance:
| Sequence | MOTA | IDF1 | HOTA | MT | ML | FP | FN | Rcll | Prcn | AssA | DetA | AssRe | AssPr | DetRe | DetPr | LocA | FAF | ID Sw. | Frag |
| MOT16 | 73.3 | 65.8 | 54.2 | 347 (45.7) | 86 (11.3) | 10,660 | 36,824 | 79.8 | 93.2 | 49.7 | 59.6 | 57.2 | 69.4 | 65.5 | 76.4 | 82.8 | 1.8 | 1,179 (0.0) | 3,362 (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 |
| MOT16-01 | 55.7 | 60.0 | 47.8 | 8 | 4 | 244 | 2,552 | 60.1 | 94.0 | 49.9 | 45.9 | 54.6 | 78.8 | 49.3 | 77.1 | 83.4 | 0.5 | 37 | 159 |
| MOT16-03 | 86.0 | 75.2 | 61.4 | 115 | 2 | 1,935 | 12,401 | 88.1 | 97.9 | 55.8 | 67.8 | 61.3 | 75.0 | 72.0 | 80.0 | 82.7 | 1.3 | 254 | 1,194 |
| MOT16-06 | 61.0 | 49.1 | 41.6 | 94 | 43 | 1,060 | 3,283 | 71.5 | 88.6 | 33.0 | 52.6 | 60.1 | 41.6 | 59.3 | 73.5 | 83.4 | 0.9 | 153 | 316 |
| MOT16-07 | 65.9 | 56.0 | 46.6 | 25 | 3 | 1,077 | 4,370 | 73.2 | 91.7 | 40.2 | 54.3 | 45.1 | 67.3 | 60.1 | 75.3 | 83.0 | 2.2 | 114 | 429 |
| MOT16-08 | 49.9 | 46.8 | 41.8 | 24 | 0 | 3,349 | 4,822 | 71.2 | 78.1 | 36.6 | 49.0 | 45.6 | 54.8 | 60.0 | 65.8 | 82.6 | 5.4 | 222 | 443 |
| MOT16-12 | 54.3 | 60.9 | 51.6 | 40 | 11 | 1,571 | 2,166 | 73.9 | 79.6 | 52.2 | 51.2 | 67.6 | 65.7 | 62.9 | 67.8 | 85.4 | 1.7 | 50 | 179 |
| MOT16-14 | 51.3 | 50.1 | 38.2 | 41 | 23 | 1,424 | 7,230 | 60.9 | 88.8 | 33.7 | 43.7 | 39.8 | 59.7 | 48.6 | 70.9 | 81.2 | 1.9 | 349 | 642 |
Raw data: