Benchmark:
MOT15 |
Short name:
CNNTCM
Detector:
Public
Description:
n/a
Reference:
B. Wang, K. L. Chan, L. Wang, B. Shuai, Z. Zuo, T. Liu, G. Wang. Joint Learning of Convolutional Neural Networks and Temporally Constrained Metrics for Tracklet Association. In DeepVision Workshop (CVPR), 2016.
Last submitted:
September 27, 2015 (8 years ago)
Published:
October 11, 2015 at 05:27:01 CET
Submissions:
1
Project page / code:
n/a
Open source:
No
Hardware:
2.60GHz, 4 core
Runtime:
1.7 Hz
Benchmark performance:
| Sequence | MOTA | IDF1 | HOTA | MT | ML | FP | FN | Rcll | Prcn | AssA | DetA | AssRe | AssPr | DetRe | DetPr | LocA | FAF | ID Sw. | Frag |
| MOT15 | 29.6 | 36.8 | 0.0 | 81 (11.2) | 317 (44.0) | 7,786 | 34,733 | 43.5 | 77.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.3 | 712 (16.4) | 943 (21.7) |
Detailed performance:
| Sequence | MOTA | IDF1 | HOTA | MT | ML | FP | FN | Rcll | Prcn | AssA | DetA | AssRe | AssPr | DetRe | DetPr | LocA | FAF | ID Sw. | Frag |
| ADL-Rundle-1 | 18.5 | 24.1 | 0.0 | 6 | 11 | 2,303 | 5,149 | 44.7 | 64.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.6 | 128 | 121 |
| ADL-Rundle-3 | 27.8 | 35.8 | 0.0 | 4 | 10 | 1,774 | 5,465 | 46.2 | 72.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.8 | 103 | 91 |
| AVG-TownCentre | 31.3 | 45.9 | 0.0 | 38 | 75 | 952 | 3,825 | 46.5 | 77.7 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.1 | 137 | 246 |
| ETH-Crossing | 26.6 | 41.7 | 0.0 | 1 | 18 | 10 | 725 | 27.7 | 96.5 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1 | 2 |
| ETH-Jelmoli | 41.3 | 52.1 | 0.0 | 8 | 13 | 233 | 1,226 | 51.7 | 84.9 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5 | 29 | 38 |
| ETH-Linthescher | 14.6 | 23.5 | 0.0 | 8 | 158 | 72 | 7,546 | 15.5 | 95.1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 6 | 11 |
| KITTI-16 | 48.0 | 60.7 | 0.0 | 0 | 3 | 133 | 736 | 56.7 | 87.9 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6 | 16 | 34 |
| KITTI-19 | 31.1 | 47.8 | 0.0 | 5 | 14 | 881 | 2,732 | 48.9 | 74.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8 | 71 | 155 |
| PETS09-S2L2 | 49.6 | 33.9 | 0.0 | 5 | 5 | 780 | 3,886 | 59.7 | 88.1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.8 | 192 | 218 |
| TUD-Crossing | 60.5 | 68.3 | 0.0 | 6 | 3 | 66 | 352 | 68.1 | 91.9 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3 | 17 | 14 |
| Venice-1 | 19.2 | 38.0 | 0.0 | 0 | 7 | 582 | 3,091 | 32.3 | 71.7 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.3 | 12 | 13 |
Raw data: