Short name:
Sp_Con
Detector:
Public
Description:
Reference:
G. Wang, Y. Wang, R. Gu, W. Hu, J. Hwang. Split and Connect: A Universal Tracklet Booster for Multi-Object Tracking. In IEEE Transactions on Multimedia, 2022.
Last submitted:
July 04, 2021 (3 years ago)
Published:
July 04, 2021 at 12:35:01 CET
Submissions:
1
Project page / code:
n/a
Open source:
No
Hardware:
RTX 3090
Runtime:
7.7 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 | 61.5 | 63.3 | 50.5 | 622 (26.4) | 754 (32.0) | 14,056 | 200,655 | 64.4 | 96.3 | 52.0 | 49.2 | 55.3 | 79.3 | 52.0 | 77.8 | 81.7 | 0.8 | 2,478 (0.0) | 5,079 (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 | 41.3 | 50.5 | 41.2 | 5 | 8 | 503 | 3,255 | 49.5 | 86.4 | 46.9 | 36.5 | 49.3 | 78.3 | 39.9 | 69.6 | 79.7 | 1.1 | 30 | 58 |
| MOT17-01-FRCNN | 40.8 | 53.6 | 42.6 | 6 | 9 | 578 | 3,211 | 50.2 | 84.9 | 49.9 | 36.5 | 52.7 | 78.2 | 40.4 | 68.3 | 79.6 | 1.3 | 28 | 61 |
| MOT17-01-SDP | 41.8 | 51.3 | 41.7 | 7 | 8 | 615 | 3,115 | 51.7 | 84.4 | 47.0 | 37.4 | 49.5 | 78.1 | 41.6 | 67.9 | 79.5 | 1.4 | 24 | 66 |
| MOT17-03-DPM | 79.4 | 73.6 | 58.1 | 95 | 8 | 1,116 | 20,272 | 80.6 | 98.7 | 54.6 | 62.1 | 58.9 | 78.0 | 65.1 | 79.7 | 81.9 | 0.7 | 223 | 532 |
| MOT17-03-FRCNN | 79.6 | 75.0 | 59.3 | 93 | 7 | 1,214 | 19,926 | 81.0 | 98.6 | 56.8 | 62.2 | 59.7 | 80.5 | 65.3 | 79.6 | 81.9 | 0.8 | 204 | 514 |
| MOT17-03-SDP | 80.0 | 74.7 | 59.1 | 93 | 8 | 1,203 | 19,511 | 81.4 | 98.6 | 56.1 | 62.5 | 59.2 | 80.0 | 65.7 | 79.6 | 81.9 | 0.8 | 212 | 530 |
| MOT17-06-DPM | 54.8 | 57.3 | 45.4 | 55 | 64 | 322 | 4,851 | 58.8 | 95.6 | 46.2 | 45.1 | 51.2 | 75.7 | 47.7 | 77.5 | 82.0 | 0.3 | 155 | 254 |
| MOT17-06-FRCNN | 55.8 | 57.8 | 45.9 | 58 | 59 | 371 | 4,687 | 60.2 | 95.0 | 46.4 | 45.9 | 51.6 | 75.5 | 48.8 | 76.9 | 81.8 | 0.3 | 154 | 272 |
| MOT17-06-SDP | 55.5 | 57.4 | 45.8 | 57 | 62 | 361 | 4,722 | 59.9 | 95.1 | 46.2 | 45.9 | 51.3 | 75.2 | 48.7 | 77.2 | 81.8 | 0.3 | 162 | 268 |
| MOT17-07-DPM | 44.8 | 44.3 | 35.2 | 11 | 16 | 1,331 | 7,850 | 53.5 | 87.2 | 33.1 | 38.2 | 35.2 | 74.5 | 42.3 | 68.8 | 79.9 | 2.7 | 144 | 289 |
| MOT17-07-FRCNN | 45.6 | 44.0 | 35.2 | 13 | 15 | 1,272 | 7,786 | 53.9 | 87.7 | 32.8 | 38.7 | 34.6 | 75.9 | 42.6 | 69.3 | 79.8 | 2.5 | 140 | 301 |
| MOT17-07-SDP | 45.2 | 43.9 | 35.4 | 13 | 15 | 1,337 | 7,773 | 54.0 | 87.2 | 33.3 | 38.6 | 35.4 | 75.0 | 42.6 | 68.9 | 79.9 | 2.7 | 141 | 291 |
| MOT17-08-DPM | 26.5 | 36.2 | 33.8 | 11 | 37 | 372 | 15,068 | 28.7 | 94.2 | 48.1 | 23.8 | 50.7 | 83.0 | 24.6 | 80.7 | 84.6 | 0.6 | 96 | 147 |
| MOT17-08-FRCNN | 26.5 | 35.4 | 33.3 | 11 | 36 | 327 | 15,117 | 28.4 | 94.8 | 47.1 | 23.7 | 49.6 | 83.3 | 24.4 | 81.3 | 84.7 | 0.5 | 84 | 142 |
| MOT17-08-SDP | 26.6 | 36.0 | 33.7 | 11 | 36 | 347 | 15,071 | 28.7 | 94.6 | 48.0 | 23.8 | 50.7 | 82.7 | 24.5 | 81.0 | 84.7 | 0.6 | 89 | 149 |
| MOT17-12-DPM | 46.1 | 59.7 | 48.4 | 16 | 45 | 206 | 4,433 | 48.9 | 95.4 | 59.7 | 39.4 | 61.8 | 85.8 | 41.3 | 80.6 | 84.7 | 0.2 | 29 | 50 |
| MOT17-12-FRCNN | 46.1 | 59.5 | 48.3 | 15 | 45 | 195 | 4,441 | 48.8 | 95.6 | 59.3 | 39.4 | 61.5 | 85.3 | 41.2 | 80.8 | 84.6 | 0.2 | 32 | 48 |
| MOT17-12-SDP | 46.1 | 59.7 | 48.4 | 16 | 45 | 219 | 4,424 | 49.0 | 95.1 | 59.6 | 39.5 | 61.7 | 85.8 | 41.4 | 80.4 | 84.6 | 0.2 | 29 | 52 |
| MOT17-14-DPM | 31.7 | 40.5 | 28.7 | 12 | 78 | 639 | 11,814 | 36.1 | 91.3 | 31.8 | 26.2 | 33.5 | 73.8 | 27.7 | 69.9 | 78.4 | 0.9 | 169 | 337 |
| MOT17-14-FRCNN | 31.8 | 41.6 | 29.5 | 12 | 77 | 781 | 11,654 | 36.9 | 89.7 | 32.9 | 26.7 | 34.6 | 73.8 | 28.3 | 68.9 | 78.2 | 1.0 | 171 | 362 |
| MOT17-14-SDP | 31.9 | 42.7 | 29.9 | 12 | 76 | 747 | 11,674 | 36.8 | 90.1 | 33.8 | 26.6 | 35.7 | 74.5 | 28.3 | 69.1 | 78.3 | 1.0 | 162 | 356 |
Raw data: