Benchmark:
MOT16 |
Short name:
GCRA
Detector:
Public
Description:
Tracklet Cleaving and Re-connection by Siamese-Bi GRU
Reference:
C. Ma, C. Yang, F. Yang, Y. Zhuang, Z. Zhang, H. Jia, X. Xie. Trajectory Factory: Tracklet Cleaving and Re-connection by Deep Siamese Bi-GRU for Multiple Object Tracking. In ICME, 2018.
Last submitted:
December 14, 2017 (6 years ago)
Published:
December 14, 2017 at 17:48:52 CET
Submissions:
1
Project page / code:
n/a
Open source:
No
Hardware:
NVIDIA TESLA K40
Runtime:
2.8 Hz
Benchmark performance:
| Sequence | MOTA | IDF1 | HOTA | MT | ML | FP | FN | Rcll | Prcn | AssA | DetA | AssRe | AssPr | DetRe | DetPr | LocA | FAF | ID Sw. | Frag |
| MOT16 | 48.2 | 48.6 | 37.6 | 98 (12.9) | 312 (41.1) | 5,104 | 88,586 | 51.4 | 94.8 | 36.7 | 38.9 | 39.4 | 74.3 | 41.0 | 75.6 | 80.6 | 0.9 | 821 (16.0) | 1,117 (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 |
| MOT16-01 | 42.5 | 55.5 | 39.8 | 6 | 10 | 31 | 3,633 | 43.2 | 98.9 | 49.7 | 31.8 | 51.6 | 77.4 | 32.7 | 74.9 | 78.2 | 0.1 | 11 | 40 |
| MOT16-03 | 56.7 | 51.0 | 40.0 | 38 | 25 | 2,588 | 42,348 | 59.5 | 96.0 | 35.8 | 45.0 | 38.3 | 73.4 | 47.5 | 76.6 | 81.0 | 1.7 | 301 | 310 |
| MOT16-06 | 35.9 | 44.4 | 33.2 | 20 | 111 | 823 | 6,451 | 44.1 | 86.1 | 35.3 | 31.8 | 44.6 | 61.4 | 34.3 | 67.0 | 76.8 | 0.7 | 127 | 209 |
| MOT16-07 | 44.1 | 45.9 | 33.0 | 6 | 13 | 468 | 8,564 | 47.5 | 94.3 | 31.1 | 35.3 | 32.9 | 76.6 | 37.0 | 73.5 | 78.8 | 0.9 | 94 | 160 |
| MOT16-08 | 35.4 | 47.1 | 37.4 | 7 | 22 | 224 | 10,505 | 37.2 | 96.5 | 46.3 | 30.3 | 48.1 | 83.3 | 31.3 | 81.1 | 84.1 | 0.4 | 75 | 101 |
| MOT16-12 | 39.6 | 48.8 | 39.1 | 13 | 39 | 528 | 4,443 | 46.4 | 87.9 | 43.7 | 35.2 | 46.4 | 77.8 | 38.0 | 72.0 | 81.1 | 0.6 | 41 | 51 |
| MOT16-14 | 28.3 | 36.0 | 26.4 | 8 | 92 | 442 | 12,642 | 31.6 | 93.0 | 29.5 | 23.8 | 31.0 | 71.7 | 24.7 | 72.7 | 78.8 | 0.6 | 172 | 246 |
Raw data: