DASOT17:
Video not available.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Benchmark:
MOT17 |
Short name:
DASOT17
Detector:
Public
Description:
n/a
Reference:
Q. Chu, W. Ouyang, B. Liu, F. Zhu, N. Yu. DASOT: A Unified Framework Integrating Data Association and Single Object Tracking for Online Multi-Object Tracking. In Proceedings of the AAAI Conference on Artificial Intelligence, 2020.
Last submitted:
November 21, 2019 (4 years ago)
Published:
May 13, 2020 at 10:23:17 CET
Submissions:
2
Project page / code:
n/a
Open source:
No
Hardware:
2.6GHZ 1 Core; TITAN Xp
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 | 49.5 | 51.8 | 41.5 | 481 (20.4) | 814 (34.6) | 33,640 | 247,370 | 56.2 | 90.4 | 41.7 | 41.6 | 44.4 | 75.6 | 44.9 | 72.3 | 79.9 | 1.9 | 4,142 (73.8) | 6,852 (122.0) |
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 | 38.2 | 38.7 | 31.2 | 4 | 10 | 222 | 3,701 | 42.6 | 92.5 | 32.8 | 30.0 | 34.7 | 73.1 | 31.6 | 68.6 | 76.1 | 0.5 | 65 | 92 |
| MOT17-01-FRCNN | 26.7 | 34.2 | 32.6 | 8 | 8 | 1,516 | 3,175 | 50.8 | 68.4 | 31.9 | 33.6 | 34.2 | 76.2 | 41.7 | 56.1 | 79.0 | 3.4 | 37 | 53 |
| MOT17-01-SDP | 29.1 | 38.9 | 35.0 | 10 | 3 | 2,111 | 2,365 | 63.3 | 65.9 | 33.4 | 37.3 | 36.7 | 71.6 | 49.9 | 51.9 | 77.6 | 4.7 | 95 | 149 |
| MOT17-03-DPM | 52.6 | 54.2 | 41.4 | 40 | 26 | 6,333 | 42,933 | 59.0 | 90.7 | 39.7 | 43.4 | 41.9 | 75.1 | 46.8 | 71.9 | 79.1 | 4.2 | 308 | 740 |
| MOT17-03-FRCNN | 59.8 | 55.7 | 44.6 | 43 | 25 | 2,559 | 39,244 | 62.5 | 96.2 | 41.6 | 48.2 | 44.4 | 75.5 | 50.6 | 77.9 | 81.0 | 1.7 | 246 | 530 |
| MOT17-03-SDP | 73.3 | 65.4 | 53.0 | 73 | 15 | 2,733 | 24,604 | 76.5 | 96.7 | 48.5 | 58.2 | 51.7 | 75.5 | 61.6 | 77.9 | 81.0 | 1.8 | 582 | 1,329 |
| MOT17-06-DPM | 47.5 | 54.2 | 40.5 | 38 | 99 | 377 | 5,588 | 52.6 | 94.3 | 44.2 | 37.5 | 46.8 | 76.6 | 39.7 | 71.1 | 77.4 | 0.3 | 226 | 264 |
| MOT17-06-FRCNN | 55.3 | 58.8 | 45.6 | 51 | 61 | 488 | 4,609 | 60.9 | 93.6 | 45.5 | 46.0 | 49.8 | 78.1 | 49.0 | 75.3 | 80.5 | 0.4 | 169 | 205 |
| MOT17-06-SDP | 55.0 | 59.1 | 45.9 | 69 | 66 | 810 | 4,190 | 64.4 | 90.4 | 46.1 | 46.1 | 49.1 | 77.4 | 50.5 | 70.9 | 79.3 | 0.7 | 305 | 296 |
| MOT17-07-DPM | 41.4 | 43.7 | 33.0 | 5 | 22 | 633 | 9,143 | 45.9 | 92.4 | 32.7 | 33.7 | 34.6 | 71.9 | 35.4 | 71.4 | 77.5 | 1.3 | 131 | 255 |
| MOT17-07-FRCNN | 34.3 | 42.5 | 33.6 | 8 | 14 | 1,930 | 9,002 | 46.7 | 80.3 | 34.8 | 33.4 | 37.1 | 70.7 | 37.4 | 64.3 | 77.6 | 3.9 | 165 | 294 |
| MOT17-07-SDP | 46.4 | 45.8 | 36.8 | 16 | 11 | 1,579 | 7,202 | 57.4 | 86.0 | 33.8 | 40.5 | 35.9 | 72.8 | 45.2 | 67.8 | 79.0 | 3.2 | 269 | 398 |
| MOT17-08-DPM | 25.3 | 28.8 | 25.6 | 7 | 40 | 425 | 15,229 | 27.9 | 93.3 | 29.7 | 22.2 | 30.9 | 77.5 | 22.9 | 76.6 | 81.7 | 0.7 | 134 | 165 |
| MOT17-08-FRCNN | 23.2 | 29.8 | 27.6 | 9 | 37 | 924 | 15,227 | 27.9 | 86.5 | 34.6 | 22.1 | 36.3 | 81.4 | 23.4 | 72.3 | 82.3 | 1.5 | 76 | 108 |
| MOT17-08-SDP | 29.8 | 33.1 | 29.7 | 11 | 31 | 1,091 | 13,431 | 36.4 | 87.6 | 31.7 | 28.2 | 33.3 | 78.6 | 30.0 | 72.2 | 80.9 | 1.7 | 313 | 356 |
| MOT17-12-DPM | 43.6 | 54.5 | 41.5 | 16 | 41 | 275 | 4,560 | 47.4 | 93.7 | 48.5 | 35.6 | 51.1 | 77.9 | 37.5 | 74.2 | 80.3 | 0.3 | 54 | 78 |
| MOT17-12-FRCNN | 37.1 | 52.7 | 41.3 | 15 | 42 | 858 | 4,547 | 47.5 | 82.8 | 49.6 | 34.7 | 52.7 | 78.5 | 38.8 | 67.5 | 81.0 | 1.0 | 45 | 69 |
| MOT17-12-SDP | 36.5 | 54.9 | 44.0 | 22 | 34 | 1,422 | 3,965 | 54.3 | 76.8 | 52.1 | 37.5 | 55.1 | 78.5 | 44.3 | 62.7 | 80.9 | 1.6 | 119 | 161 |
| MOT17-14-DPM | 24.1 | 34.9 | 25.4 | 8 | 102 | 477 | 13,448 | 27.2 | 91.3 | 32.1 | 20.3 | 33.9 | 74.3 | 21.0 | 70.4 | 77.7 | 0.6 | 96 | 203 |
| MOT17-14-FRCNN | 17.0 | 35.6 | 28.0 | 12 | 74 | 3,418 | 11,644 | 37.0 | 66.7 | 31.5 | 25.6 | 34.2 | 68.1 | 29.8 | 53.7 | 74.6 | 4.6 | 288 | 485 |
| MOT17-14-SDP | 27.3 | 43.3 | 32.0 | 16 | 53 | 3,459 | 9,563 | 48.3 | 72.1 | 33.1 | 31.4 | 34.9 | 72.5 | 37.2 | 55.6 | 75.5 | 4.6 | 419 | 622 |
Raw data:
