AFN17: Tracklet Association Tracker:
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:
AFN17
Detector:
Public
Description:
n/a
Reference:
H. Shen, L. Huang, C. Huang, W. Xu. Tracklet Association Tracker: An End-to-End Learning-based Association Approach for Multi-Object Tracking. In CoRR, 2018.
Last submitted:
March 31, 2018 (6 years ago)
Published:
April 10, 2018 at 14:06:21 CET
Submissions:
2
Project page / code:
n/a
Open source:
No
Hardware:
NVIDIA TITAN X
Runtime:
1.8 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 | 51.5 | 46.9 | 38.5 | 485 (20.6) | 836 (35.5) | 22,391 | 248,420 | 56.0 | 93.4 | 35.6 | 42.1 | 37.6 | 77.8 | 44.8 | 74.8 | 80.6 | 1.3 | 2,593 (46.3) | 4,308 (77.0) |
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 | 35.7 | 45.2 | 36.0 | 4 | 10 | 220 | 3,899 | 39.6 | 92.1 | 44.5 | 29.3 | 47.0 | 77.3 | 30.9 | 71.8 | 79.0 | 0.5 | 31 | 59 |
| MOT17-01-FRCNN | 31.5 | 37.1 | 33.9 | 8 | 9 | 1,256 | 3,130 | 51.5 | 72.6 | 33.3 | 35.0 | 35.8 | 75.4 | 41.9 | 59.1 | 78.6 | 2.8 | 33 | 51 |
| MOT17-01-SDP | 36.6 | 41.0 | 35.6 | 9 | 3 | 1,668 | 2,369 | 63.3 | 71.0 | 32.9 | 39.1 | 35.1 | 74.0 | 50.0 | 56.1 | 79.0 | 3.7 | 52 | 108 |
| MOT17-03-DPM | 56.6 | 51.7 | 40.6 | 32 | 28 | 2,025 | 43,086 | 58.8 | 96.8 | 37.0 | 44.8 | 38.5 | 78.8 | 46.9 | 77.2 | 80.7 | 1.4 | 320 | 516 |
| MOT17-03-FRCNN | 59.7 | 47.5 | 39.6 | 38 | 25 | 2,027 | 39,848 | 61.9 | 97.0 | 33.7 | 47.2 | 35.0 | 79.6 | 49.4 | 77.4 | 80.6 | 1.4 | 328 | 430 |
| MOT17-03-SDP | 73.9 | 49.9 | 44.3 | 77 | 14 | 2,733 | 24,101 | 77.0 | 96.7 | 33.8 | 58.6 | 35.1 | 79.2 | 62.1 | 78.0 | 81.4 | 1.8 | 438 | 775 |
| MOT17-06-DPM | 44.5 | 49.0 | 37.1 | 45 | 107 | 888 | 5,568 | 52.7 | 87.5 | 36.3 | 38.1 | 49.4 | 57.7 | 41.8 | 69.4 | 80.1 | 0.7 | 80 | 136 |
| MOT17-06-FRCNN | 54.4 | 54.5 | 42.4 | 52 | 77 | 380 | 4,889 | 58.5 | 94.8 | 41.2 | 43.9 | 46.4 | 73.4 | 46.5 | 75.3 | 80.3 | 0.3 | 108 | 158 |
| MOT17-06-SDP | 57.9 | 60.1 | 47.0 | 80 | 62 | 753 | 4,102 | 65.2 | 91.1 | 46.6 | 47.7 | 51.1 | 75.6 | 52.1 | 72.8 | 80.6 | 0.6 | 105 | 176 |
| MOT17-07-DPM | 43.0 | 46.3 | 35.1 | 7 | 23 | 410 | 9,119 | 46.0 | 95.0 | 35.4 | 34.9 | 36.7 | 77.6 | 36.4 | 75.2 | 79.8 | 0.8 | 92 | 150 |
| MOT17-07-FRCNN | 38.4 | 40.0 | 31.6 | 7 | 15 | 830 | 9,448 | 44.1 | 90.0 | 31.1 | 32.6 | 32.7 | 74.3 | 34.8 | 71.0 | 79.2 | 1.7 | 127 | 220 |
| MOT17-07-SDP | 48.8 | 45.1 | 36.5 | 16 | 13 | 1,143 | 7,375 | 56.3 | 89.3 | 32.7 | 41.0 | 34.5 | 75.7 | 44.8 | 71.0 | 80.1 | 2.3 | 126 | 219 |
| MOT17-08-DPM | 25.0 | 29.9 | 26.8 | 7 | 37 | 657 | 15,093 | 28.6 | 90.2 | 31.9 | 22.5 | 35.2 | 74.8 | 23.5 | 74.3 | 81.9 | 1.1 | 91 | 116 |
| MOT17-08-FRCNN | 24.3 | 30.5 | 27.6 | 8 | 37 | 617 | 15,301 | 27.6 | 90.4 | 34.8 | 22.0 | 37.3 | 79.5 | 23.0 | 75.3 | 82.7 | 1.0 | 66 | 89 |
| MOT17-08-SDP | 29.7 | 33.5 | 29.4 | 10 | 35 | 614 | 14,100 | 33.3 | 92.0 | 33.0 | 26.3 | 34.4 | 80.8 | 27.5 | 76.0 | 81.9 | 1.0 | 139 | 193 |
| MOT17-12-DPM | 40.7 | 52.5 | 40.6 | 14 | 43 | 423 | 4,691 | 45.9 | 90.4 | 48.6 | 34.2 | 52.2 | 74.7 | 36.6 | 72.0 | 80.3 | 0.5 | 28 | 40 |
| MOT17-12-FRCNN | 40.9 | 53.5 | 41.6 | 13 | 46 | 440 | 4,659 | 46.2 | 90.1 | 49.6 | 35.0 | 53.6 | 77.2 | 37.6 | 73.2 | 81.4 | 0.5 | 22 | 37 |
| MOT17-12-SDP | 42.3 | 54.5 | 42.5 | 20 | 38 | 857 | 4,109 | 52.6 | 84.2 | 48.4 | 37.5 | 50.7 | 79.7 | 42.2 | 67.5 | 81.2 | 1.0 | 38 | 53 |
| MOT17-14-DPM | 30.3 | 40.8 | 29.8 | 10 | 84 | 610 | 12,211 | 33.9 | 91.1 | 34.6 | 25.7 | 36.4 | 76.2 | 27.0 | 72.4 | 79.8 | 0.8 | 56 | 112 |
| MOT17-14-FRCNN | 26.1 | 34.9 | 26.8 | 11 | 78 | 1,441 | 12,041 | 34.9 | 81.7 | 28.5 | 25.5 | 30.5 | 69.8 | 27.5 | 64.6 | 76.8 | 1.9 | 182 | 330 |
| MOT17-14-SDP | 36.1 | 48.8 | 35.9 | 17 | 52 | 2,399 | 9,281 | 49.8 | 79.3 | 38.4 | 33.8 | 40.9 | 73.6 | 38.8 | 61.8 | 77.8 | 3.2 | 131 | 340 |
Raw data:
