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 15:23:05 CET
Submissions:
2
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 |
| MOT17 | 73.6 | 65.2 | 53.9 | 1,050 (44.6) | 294 (12.5) | 23,976 | 121,230 | 78.5 | 94.9 | 49.3 | 59.4 | 56.6 | 69.1 | 64.4 | 77.8 | 82.9 | 1.4 | 3,795 (0.0) | 10,530 (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 |
| MOT17-01-DPM | 56.0 | 60.1 | 47.9 | 8 | 5 | 207 | 2,593 | 59.8 | 94.9 | 50.2 | 45.9 | 54.8 | 78.9 | 49.1 | 77.9 | 83.3 | 0.5 | 35 | 158 |
| MOT17-01-FRCNN | 56.0 | 60.1 | 47.9 | 8 | 5 | 207 | 2,593 | 59.8 | 94.9 | 50.2 | 45.9 | 54.8 | 78.9 | 49.1 | 77.9 | 83.3 | 0.5 | 35 | 158 |
| MOT17-01-SDP | 56.0 | 60.1 | 47.9 | 8 | 5 | 207 | 2,593 | 59.8 | 94.9 | 50.2 | 45.9 | 54.8 | 78.9 | 49.1 | 77.9 | 83.3 | 0.5 | 35 | 158 |
| MOT17-03-DPM | 86.2 | 75.2 | 61.5 | 115 | 2 | 1,807 | 12,383 | 88.2 | 98.1 | 55.8 | 68.0 | 61.3 | 75.1 | 72.2 | 80.3 | 82.8 | 1.2 | 255 | 1,188 |
| MOT17-03-FRCNN | 86.2 | 75.2 | 61.5 | 115 | 2 | 1,807 | 12,383 | 88.2 | 98.1 | 55.8 | 68.0 | 61.3 | 75.1 | 72.2 | 80.3 | 82.8 | 1.2 | 255 | 1,188 |
| MOT17-03-SDP | 86.2 | 75.2 | 61.5 | 115 | 2 | 1,807 | 12,383 | 88.2 | 98.1 | 55.8 | 68.0 | 61.3 | 75.1 | 72.2 | 80.3 | 82.8 | 1.2 | 255 | 1,188 |
| MOT17-06-DPM | 62.8 | 49.4 | 41.8 | 96 | 41 | 878 | 3,347 | 71.6 | 90.6 | 33.0 | 53.3 | 59.7 | 41.8 | 59.3 | 75.0 | 83.5 | 0.7 | 161 | 319 |
| MOT17-06-FRCNN | 62.8 | 49.4 | 41.8 | 96 | 41 | 878 | 3,347 | 71.6 | 90.6 | 33.0 | 53.3 | 59.7 | 41.8 | 59.3 | 75.0 | 83.5 | 0.7 | 161 | 319 |
| MOT17-06-SDP | 62.8 | 49.4 | 41.8 | 96 | 41 | 878 | 3,347 | 71.6 | 90.6 | 33.0 | 53.3 | 59.7 | 41.8 | 59.3 | 75.0 | 83.5 | 0.7 | 161 | 319 |
| MOT17-07-DPM | 65.4 | 54.9 | 45.9 | 25 | 7 | 933 | 4,789 | 71.7 | 92.8 | 39.4 | 53.8 | 44.2 | 67.1 | 58.8 | 76.2 | 83.0 | 1.9 | 120 | 455 |
| MOT17-07-FRCNN | 65.4 | 54.9 | 45.9 | 25 | 7 | 933 | 4,789 | 71.7 | 92.8 | 39.4 | 53.8 | 44.2 | 67.1 | 58.8 | 76.2 | 83.0 | 1.9 | 120 | 455 |
| MOT17-07-SDP | 65.4 | 54.9 | 45.9 | 25 | 7 | 933 | 4,789 | 71.7 | 92.8 | 39.4 | 53.8 | 44.2 | 67.1 | 58.8 | 76.2 | 83.0 | 1.9 | 120 | 455 |
| MOT17-08-DPM | 56.6 | 44.9 | 39.8 | 24 | 6 | 1,272 | 7,611 | 64.0 | 91.4 | 33.6 | 48.4 | 41.8 | 53.6 | 52.9 | 75.5 | 82.8 | 2.0 | 293 | 551 |
| MOT17-08-FRCNN | 56.6 | 44.9 | 39.8 | 24 | 6 | 1,272 | 7,611 | 64.0 | 91.4 | 33.6 | 48.4 | 41.8 | 53.6 | 52.9 | 75.5 | 82.8 | 2.0 | 293 | 551 |
| MOT17-08-SDP | 56.6 | 44.9 | 39.8 | 24 | 6 | 1,272 | 7,611 | 64.0 | 91.4 | 33.6 | 48.4 | 41.8 | 53.6 | 52.9 | 75.5 | 82.8 | 2.0 | 293 | 551 |
| MOT17-12-DPM | 54.0 | 60.4 | 51.1 | 41 | 14 | 1,479 | 2,457 | 71.7 | 80.8 | 51.9 | 50.5 | 67.3 | 65.8 | 61.0 | 68.7 | 85.3 | 1.6 | 52 | 197 |
| MOT17-12-FRCNN | 54.0 | 60.4 | 51.1 | 41 | 14 | 1,479 | 2,457 | 71.7 | 80.8 | 51.9 | 50.5 | 67.3 | 65.8 | 61.0 | 68.7 | 85.3 | 1.6 | 52 | 197 |
| MOT17-12-SDP | 54.0 | 60.4 | 51.1 | 41 | 14 | 1,479 | 2,457 | 71.7 | 80.8 | 51.9 | 50.5 | 67.3 | 65.8 | 61.0 | 68.7 | 85.3 | 1.6 | 52 | 197 |
| MOT17-14-DPM | 51.3 | 50.1 | 38.2 | 41 | 23 | 1,416 | 7,230 | 60.9 | 88.8 | 33.7 | 43.7 | 39.8 | 59.7 | 48.6 | 70.9 | 81.2 | 1.9 | 349 | 642 |
| MOT17-14-FRCNN | 51.3 | 50.1 | 38.2 | 41 | 23 | 1,416 | 7,230 | 60.9 | 88.8 | 33.7 | 43.7 | 39.8 | 59.7 | 48.6 | 70.9 | 81.2 | 1.9 | 349 | 642 |
| MOT17-14-SDP | 51.3 | 50.1 | 38.2 | 41 | 23 | 1,416 | 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: