SUSHI: Unifying Short and Long-Term Tracking with Graph Hierarchies
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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.
Short name:
SUSHI
Detector:
Public
Description:
Reference:
O. Cetintas, G. Brasó, L. Leal-Taixé. Unifying Short and Long-Term Tracking with Graph Hierarchies. In The IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2023.
Last submitted:
March 30, 2023 (1 year ago)
Published:
March 30, 2023 at 14:27:05 CET
Submissions:
1
Project page / code:
Open source:
Yes
Hardware:
RTX 8000
Runtime:
21.1 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 | 62.0 | 71.5 | 54.6 | 801 (34.0) | 741 (31.5) | 29,428 | 183,825 | 67.4 | 92.8 | 59.5 | 50.3 | 65.3 | 76.5 | 54.3 | 74.8 | 80.8 | 1.7 | 1,041 (0.0) | 2,332 (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 | 49.8 | 65.0 | 51.1 | 8 | 11 | 209 | 3,024 | 53.1 | 94.3 | 65.6 | 39.8 | 69.0 | 78.5 | 41.9 | 74.4 | 79.3 | 0.5 | 6 | 15 |
| MOT17-01-FRCNN | 49.2 | 65.8 | 51.0 | 10 | 10 | 389 | 2,881 | 55.3 | 90.2 | 64.1 | 40.6 | 70.8 | 75.5 | 43.9 | 71.6 | 79.6 | 0.9 | 7 | 20 |
| MOT17-01-SDP | 49.2 | 63.6 | 49.8 | 10 | 10 | 409 | 2,859 | 55.7 | 89.8 | 60.9 | 40.8 | 65.1 | 75.9 | 44.3 | 71.4 | 79.8 | 0.9 | 9 | 27 |
| MOT17-03-DPM | 75.2 | 79.7 | 60.0 | 85 | 17 | 4,438 | 21,439 | 79.5 | 94.9 | 61.4 | 58.9 | 65.9 | 77.7 | 63.6 | 75.9 | 80.9 | 3.0 | 85 | 195 |
| MOT17-03-FRCNN | 74.5 | 80.4 | 60.9 | 81 | 17 | 3,456 | 23,196 | 77.8 | 95.9 | 63.8 | 58.4 | 67.5 | 79.7 | 62.4 | 76.9 | 81.0 | 2.3 | 67 | 189 |
| MOT17-03-SDP | 78.5 | 82.7 | 62.5 | 100 | 13 | 5,304 | 17,094 | 83.7 | 94.3 | 63.5 | 61.8 | 68.5 | 77.4 | 67.0 | 75.5 | 80.5 | 3.5 | 78 | 297 |
| MOT17-06-DPM | 58.2 | 59.5 | 48.5 | 88 | 74 | 990 | 3,897 | 66.9 | 88.8 | 47.9 | 49.4 | 68.9 | 60.6 | 54.8 | 72.7 | 81.6 | 0.8 | 37 | 86 |
| MOT17-06-FRCNN | 58.8 | 59.9 | 49.2 | 105 | 58 | 1,460 | 3,346 | 71.6 | 85.2 | 47.4 | 51.3 | 70.6 | 58.6 | 59.0 | 70.2 | 81.7 | 1.2 | 47 | 113 |
| MOT17-06-SDP | 59.9 | 60.6 | 49.3 | 102 | 61 | 1,293 | 3,386 | 71.3 | 86.7 | 47.5 | 51.4 | 69.9 | 59.0 | 58.4 | 71.0 | 81.6 | 1.1 | 41 | 107 |
| MOT17-07-DPM | 45.1 | 60.4 | 44.7 | 12 | 16 | 1,580 | 7,630 | 54.8 | 85.4 | 49.4 | 40.7 | 54.4 | 72.8 | 44.8 | 69.8 | 79.3 | 3.2 | 60 | 144 |
| MOT17-07-FRCNN | 42.7 | 60.8 | 44.9 | 11 | 15 | 2,008 | 7,599 | 55.0 | 82.2 | 50.4 | 40.3 | 55.1 | 71.7 | 45.3 | 67.7 | 79.2 | 4.0 | 81 | 157 |
| MOT17-07-SDP | 46.7 | 62.5 | 46.5 | 14 | 12 | 1,935 | 6,997 | 58.6 | 83.6 | 50.6 | 42.9 | 55.7 | 71.4 | 48.0 | 68.6 | 79.2 | 3.9 | 76 | 165 |
| MOT17-08-DPM | 36.6 | 51.7 | 43.9 | 19 | 37 | 604 | 12,746 | 39.7 | 93.3 | 61.0 | 31.6 | 65.2 | 80.3 | 33.1 | 77.8 | 82.9 | 1.0 | 41 | 62 |
| MOT17-08-FRCNN | 35.6 | 52.1 | 43.6 | 20 | 34 | 648 | 12,924 | 38.8 | 92.7 | 62.1 | 30.7 | 66.6 | 80.3 | 32.2 | 76.9 | 82.7 | 1.0 | 33 | 51 |
| MOT17-08-SDP | 37.6 | 53.1 | 44.5 | 21 | 35 | 731 | 12,418 | 41.2 | 92.3 | 60.9 | 32.6 | 66.0 | 79.1 | 34.3 | 76.7 | 82.3 | 1.2 | 38 | 64 |
| MOT17-12-DPM | 46.9 | 63.2 | 49.2 | 20 | 38 | 658 | 3,924 | 54.7 | 87.8 | 58.4 | 41.6 | 66.9 | 75.2 | 45.7 | 73.3 | 82.7 | 0.7 | 17 | 29 |
| MOT17-12-FRCNN | 45.4 | 58.7 | 46.0 | 18 | 40 | 557 | 4,156 | 52.0 | 89.0 | 53.3 | 39.8 | 63.2 | 71.4 | 43.4 | 74.1 | 82.9 | 0.6 | 21 | 26 |
| MOT17-12-SDP | 49.2 | 64.3 | 49.5 | 18 | 42 | 480 | 3,905 | 54.9 | 90.8 | 58.4 | 42.1 | 65.9 | 76.2 | 45.6 | 75.4 | 82.9 | 0.5 | 14 | 29 |
| MOT17-14-DPM | 39.7 | 53.0 | 37.4 | 17 | 72 | 481 | 10,590 | 42.7 | 94.3 | 43.8 | 32.2 | 46.5 | 76.2 | 33.7 | 74.4 | 79.8 | 0.6 | 68 | 136 |
| MOT17-14-FRCNN | 39.5 | 52.8 | 37.9 | 19 | 67 | 873 | 10,197 | 44.8 | 90.5 | 43.9 | 33.0 | 46.6 | 75.6 | 35.2 | 71.1 | 79.0 | 1.2 | 105 | 216 |
| MOT17-14-SDP | 42.4 | 54.8 | 39.3 | 23 | 62 | 925 | 9,617 | 48.0 | 90.6 | 44.0 | 35.3 | 46.6 | 77.2 | 37.8 | 71.3 | 79.0 | 1.2 | 110 | 204 |
Raw data:
