Tube_TK: TubeTK: Adopting Tubes to Track Multi-Object in a One-Step Training Model
MOT17-07-DPM
Short name:
Tube_TK
Detector:
Private
Description:
n/a
Reference:
B. Pang, Y. Li, Y. Zhang, M. Li, C. Lu. TubeTK: Adopting Tubes to Track Multi-Object in a One-Step Training Model. In CVPR, 2020.
Last submitted:
March 08, 2020 (6 years ago)
Published:
March 21, 2020 at 09:26:43 CET
Submissions:
1
Project page / code:
Open source:
No
Hardware:
Titan Xp
Runtime:
3.0 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 | 63.0 | 58.6 | 48.0 | 735 (31.2) | 468 (19.9) | 27,060 | 177,483 | 68.5 | 93.5 | 45.1 | 51.4 | 48.9 | 75.7 | 55.5 | 75.7 | 81.1 | 1.5 | 4,137 (60.4) | 5,727 (83.6) |
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 | 47.9 | 44.9 | 38.8 | 6 | 10 | 167 | 3,154 | 51.1 | 95.2 | 39.4 | 38.7 | 42.2 | 78.3 | 40.8 | 76.1 | 81.0 | 0.4 | 41 | 74 |
| MOT17-01-FRCNN | 47.9 | 44.9 | 38.8 | 6 | 10 | 167 | 3,154 | 51.1 | 95.2 | 39.4 | 38.7 | 42.2 | 78.3 | 40.8 | 76.1 | 81.0 | 0.4 | 41 | 74 |
| MOT17-01-SDP | 47.9 | 44.9 | 38.8 | 6 | 10 | 167 | 3,154 | 51.1 | 95.2 | 39.4 | 38.7 | 42.2 | 78.3 | 40.8 | 76.1 | 81.0 | 0.4 | 41 | 74 |
| MOT17-03-DPM | 76.4 | 69.6 | 56.0 | 81 | 12 | 3,181 | 21,287 | 79.7 | 96.3 | 51.9 | 60.8 | 55.5 | 78.0 | 64.7 | 78.3 | 81.4 | 2.1 | 186 | 416 |
| MOT17-03-FRCNN | 76.4 | 69.6 | 56.0 | 81 | 12 | 3,181 | 21,287 | 79.7 | 96.3 | 51.9 | 60.8 | 55.5 | 78.0 | 64.7 | 78.3 | 81.4 | 2.1 | 186 | 416 |
| MOT17-03-SDP | 76.4 | 69.6 | 56.0 | 81 | 12 | 3,181 | 21,287 | 79.7 | 96.3 | 51.9 | 60.8 | 55.5 | 78.0 | 64.7 | 78.3 | 81.4 | 2.1 | 186 | 416 |
| MOT17-06-DPM | 52.4 | 54.8 | 44.7 | 85 | 36 | 1,609 | 3,699 | 68.6 | 83.4 | 42.6 | 47.5 | 48.7 | 70.6 | 55.4 | 67.3 | 80.7 | 1.3 | 307 | 316 |
| MOT17-06-FRCNN | 52.4 | 54.8 | 44.7 | 85 | 36 | 1,609 | 3,699 | 68.6 | 83.4 | 42.6 | 47.5 | 48.7 | 70.6 | 55.4 | 67.3 | 80.7 | 1.3 | 307 | 316 |
| MOT17-06-SDP | 52.4 | 54.8 | 44.7 | 85 | 36 | 1,609 | 3,699 | 68.6 | 83.4 | 42.6 | 47.5 | 48.7 | 70.6 | 55.4 | 67.3 | 80.7 | 1.3 | 307 | 316 |
| MOT17-07-DPM | 55.4 | 43.3 | 38.2 | 21 | 2 | 1,944 | 5,371 | 68.2 | 85.6 | 30.9 | 47.9 | 32.9 | 73.7 | 54.9 | 68.8 | 80.5 | 3.9 | 222 | 309 |
| MOT17-07-FRCNN | 55.4 | 43.3 | 38.2 | 21 | 2 | 1,944 | 5,371 | 68.2 | 85.6 | 30.9 | 47.9 | 32.9 | 73.7 | 54.9 | 68.8 | 80.5 | 3.9 | 222 | 309 |
| MOT17-07-SDP | 55.4 | 43.3 | 38.2 | 21 | 2 | 1,944 | 5,371 | 68.2 | 85.6 | 30.9 | 47.9 | 32.9 | 73.7 | 54.9 | 68.8 | 80.5 | 3.9 | 222 | 309 |
| MOT17-08-DPM | 42.3 | 34.1 | 29.6 | 18 | 12 | 970 | 10,889 | 48.5 | 91.3 | 24.2 | 36.8 | 27.7 | 70.4 | 39.3 | 74.0 | 80.8 | 1.6 | 319 | 445 |
| MOT17-08-FRCNN | 42.3 | 34.1 | 29.6 | 18 | 12 | 970 | 10,889 | 48.5 | 91.3 | 24.2 | 36.8 | 27.7 | 70.4 | 39.3 | 74.0 | 80.8 | 1.6 | 319 | 445 |
| MOT17-08-SDP | 42.3 | 34.1 | 29.6 | 18 | 12 | 970 | 10,889 | 48.5 | 91.3 | 24.2 | 36.8 | 27.7 | 70.4 | 39.3 | 74.0 | 80.8 | 1.6 | 319 | 445 |
| MOT17-12-DPM | 50.3 | 49.4 | 40.7 | 28 | 23 | 494 | 3,749 | 56.7 | 90.9 | 38.8 | 42.9 | 49.5 | 61.6 | 46.5 | 74.5 | 81.7 | 0.5 | 63 | 93 |
| MOT17-12-FRCNN | 50.3 | 49.4 | 40.7 | 28 | 23 | 494 | 3,749 | 56.7 | 90.9 | 38.8 | 42.9 | 49.5 | 61.6 | 46.5 | 74.5 | 81.7 | 0.5 | 63 | 93 |
| MOT17-12-SDP | 50.3 | 49.4 | 40.7 | 28 | 23 | 494 | 3,749 | 56.7 | 90.9 | 38.8 | 42.9 | 49.5 | 61.6 | 46.5 | 74.5 | 81.7 | 0.5 | 63 | 93 |
| MOT17-14-DPM | 35.6 | 39.5 | 28.8 | 6 | 61 | 655 | 11,012 | 40.4 | 91.9 | 28.1 | 29.8 | 30.5 | 73.0 | 31.6 | 71.8 | 79.4 | 0.9 | 241 | 256 |
| MOT17-14-FRCNN | 35.6 | 39.5 | 28.8 | 6 | 61 | 655 | 11,012 | 40.4 | 91.9 | 28.1 | 29.8 | 30.5 | 73.0 | 31.6 | 71.8 | 79.4 | 0.9 | 241 | 256 |
| MOT17-14-SDP | 35.6 | 39.5 | 28.8 | 6 | 61 | 655 | 11,012 | 40.4 | 91.9 | 28.1 | 29.8 | 30.5 | 73.0 | 31.6 | 71.8 | 79.4 | 0.9 | 241 | 256 |
Raw data:
