Short name:
Re_MOT
Detector:
Private
Description:
Rethinking Two-Stage Data Association for MOT
Reference:
Ruonan Wei, Yuehuan Wang, Jinpu Zhang. Rethinking Two-Stage Data Association for Multiple Object Tracking in Crowd Scenes
Last submitted:
February 22, 2024 (2 months ago)
Published:
February 22, 2024 at 04:14:22 CET
Submissions:
1
Project page / code:
n/a
Open source:
No
Hardware:
3 GHZ, 1 Core
Runtime:
9.1 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 | 81.3 | 78.4 | 64.2 | 1,374 (58.3) | 315 (13.4) | 33,315 | 70,719 | 87.5 | 93.7 | 63.1 | 65.6 | 68.5 | 78.5 | 72.1 | 77.3 | 83.0 | 1.9 | 1,449 (0.0) | 1,893 (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 | 56.6 | 53.9 | 46.9 | 13 | 5 | 904 | 1,871 | 71.0 | 83.5 | 44.2 | 49.9 | 48.7 | 74.7 | 58.6 | 69.0 | 83.1 | 2.0 | 26 | 31 |
| MOT17-01-FRCNN | 56.6 | 53.9 | 46.9 | 13 | 5 | 904 | 1,871 | 71.0 | 83.5 | 44.2 | 49.9 | 48.7 | 74.7 | 58.6 | 69.0 | 83.1 | 2.0 | 26 | 31 |
| MOT17-01-SDP | 56.6 | 53.9 | 46.9 | 13 | 5 | 904 | 1,871 | 71.0 | 83.5 | 44.2 | 49.9 | 48.7 | 74.7 | 58.6 | 69.0 | 83.1 | 2.0 | 26 | 31 |
| MOT17-03-DPM | 93.2 | 89.2 | 72.4 | 144 | 0 | 4,018 | 3,017 | 97.1 | 96.2 | 71.1 | 73.9 | 75.8 | 81.0 | 79.9 | 79.1 | 82.9 | 2.7 | 47 | 97 |
| MOT17-03-FRCNN | 93.2 | 89.2 | 72.4 | 144 | 0 | 4,018 | 3,017 | 97.1 | 96.2 | 71.1 | 73.9 | 75.8 | 81.0 | 79.9 | 79.1 | 82.9 | 2.7 | 47 | 97 |
| MOT17-03-SDP | 93.2 | 89.2 | 72.4 | 144 | 0 | 4,018 | 3,017 | 97.1 | 96.2 | 71.1 | 73.9 | 75.8 | 81.0 | 79.9 | 79.1 | 82.9 | 2.7 | 47 | 97 |
| MOT17-06-DPM | 62.7 | 66.5 | 54.1 | 110 | 58 | 1,213 | 3,129 | 73.4 | 87.7 | 54.1 | 54.4 | 69.8 | 68.0 | 61.7 | 73.7 | 83.9 | 1.0 | 54 | 77 |
| MOT17-06-FRCNN | 62.7 | 66.5 | 54.1 | 110 | 58 | 1,213 | 3,129 | 73.4 | 87.7 | 54.1 | 54.4 | 69.8 | 68.0 | 61.7 | 73.7 | 83.9 | 1.0 | 54 | 77 |
| MOT17-06-SDP | 62.7 | 66.5 | 54.1 | 110 | 58 | 1,213 | 3,129 | 73.4 | 87.7 | 54.1 | 54.4 | 69.8 | 68.0 | 61.7 | 73.7 | 83.9 | 1.0 | 54 | 77 |
| MOT17-07-DPM | 74.9 | 64.0 | 53.0 | 34 | 2 | 1,109 | 3,063 | 81.9 | 92.6 | 45.8 | 61.6 | 50.3 | 75.7 | 68.0 | 76.9 | 83.4 | 2.2 | 68 | 97 |
| MOT17-07-FRCNN | 74.9 | 64.0 | 53.0 | 34 | 2 | 1,109 | 3,063 | 81.9 | 92.6 | 45.8 | 61.6 | 50.3 | 75.7 | 68.0 | 76.9 | 83.4 | 2.2 | 68 | 97 |
| MOT17-07-SDP | 74.9 | 64.0 | 53.0 | 34 | 2 | 1,109 | 3,063 | 81.9 | 92.6 | 45.8 | 61.6 | 50.3 | 75.7 | 68.0 | 76.9 | 83.4 | 2.2 | 68 | 97 |
| MOT17-08-DPM | 65.8 | 53.3 | 47.3 | 41 | 5 | 1,953 | 5,084 | 75.9 | 89.1 | 41.1 | 55.7 | 47.6 | 68.2 | 62.8 | 73.7 | 82.6 | 3.1 | 190 | 198 |
| MOT17-08-FRCNN | 65.8 | 53.3 | 47.3 | 41 | 5 | 1,953 | 5,084 | 75.9 | 89.1 | 41.1 | 55.7 | 47.6 | 68.2 | 62.8 | 73.7 | 82.6 | 3.1 | 190 | 198 |
| MOT17-08-SDP | 65.8 | 53.3 | 47.3 | 41 | 5 | 1,953 | 5,084 | 75.9 | 89.1 | 41.1 | 55.7 | 47.6 | 68.2 | 62.8 | 73.7 | 82.6 | 3.1 | 190 | 198 |
| MOT17-12-DPM | 72.1 | 77.3 | 63.7 | 49 | 15 | 511 | 1,884 | 78.3 | 93.0 | 66.4 | 61.3 | 72.1 | 81.8 | 67.1 | 79.7 | 85.6 | 0.6 | 21 | 33 |
| MOT17-12-FRCNN | 72.1 | 77.3 | 63.7 | 49 | 15 | 511 | 1,884 | 78.3 | 93.0 | 66.4 | 61.3 | 72.1 | 81.8 | 67.1 | 79.7 | 85.6 | 0.6 | 21 | 33 |
| MOT17-12-SDP | 72.1 | 77.3 | 63.7 | 49 | 15 | 511 | 1,884 | 78.3 | 93.0 | 66.4 | 61.3 | 72.1 | 81.8 | 67.1 | 79.7 | 85.6 | 0.6 | 21 | 33 |
| MOT17-14-DPM | 62.1 | 70.3 | 52.7 | 67 | 20 | 1,397 | 5,525 | 70.1 | 90.3 | 55.0 | 50.9 | 58.9 | 79.2 | 56.7 | 73.0 | 81.9 | 1.9 | 77 | 98 |
| MOT17-14-FRCNN | 62.1 | 70.3 | 52.7 | 67 | 20 | 1,397 | 5,525 | 70.1 | 90.3 | 55.0 | 50.9 | 58.9 | 79.2 | 56.7 | 73.0 | 81.9 | 1.9 | 77 | 98 |
| MOT17-14-SDP | 62.1 | 70.3 | 52.7 | 67 | 20 | 1,397 | 5,525 | 70.1 | 90.3 | 55.0 | 50.9 | 58.9 | 79.2 | 56.7 | 73.0 | 81.9 | 1.9 | 77 | 98 |
Raw data: