Benchmark:
MOT16 |
Short name:
DCCRF16
Detector:
Public
Description:
n/a
Reference:
H. Zhou, W. Ouyang, J. Cheng, X. Wang, H. Li. Deep Continuous Conditional Random Fields with Asymmetric Inter-object Constraints for Online Multi-object Tracking. In IEEE Transactions on Circuits and Systems for Video Technology, 2018.
Last submitted:
March 08, 2018 (6 years ago)
Published:
August 04, 2017 at 08:06:19 CET
Submissions:
3
Project page / code:
n/a
Open source:
No
Hardware:
1*Titanx
Runtime:
0.1 Hz
Benchmark performance:
| Sequence | MOTA | IDF1 | HOTA | MT | ML | FP | FN | Rcll | Prcn | AssA | DetA | AssRe | AssPr | DetRe | DetPr | LocA | FAF | ID Sw. | Frag |
| MOT16 | 44.8 | 39.7 | 32.0 | 107 (14.1) | 321 (42.3) | 5,613 | 94,133 | 48.4 | 94.0 | 28.7 | 36.0 | 29.8 | 77.9 | 37.8 | 73.5 | 79.1 | 0.9 | 968 (20.0) | 1,378 (28.5) |
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 | 33.2 | 30.3 | 26.0 | 6 | 9 | 354 | 3,854 | 39.7 | 87.8 | 24.7 | 27.6 | 25.7 | 73.8 | 29.6 | 65.4 | 75.9 | 0.8 | 61 | 84 |
| MOT16-03 | 51.7 | 40.3 | 32.9 | 27 | 30 | 2,669 | 47,333 | 54.7 | 95.5 | 26.7 | 40.8 | 27.6 | 78.4 | 42.8 | 74.8 | 79.3 | 1.8 | 475 | 631 |
| MOT16-06 | 49.4 | 53.2 | 39.7 | 37 | 98 | 307 | 5,420 | 53.0 | 95.2 | 41.3 | 38.4 | 43.7 | 76.5 | 40.4 | 72.5 | 78.0 | 0.3 | 107 | 147 |
| MOT16-07 | 41.3 | 36.4 | 28.7 | 6 | 15 | 619 | 8,813 | 46.0 | 92.4 | 24.9 | 33.8 | 25.7 | 76.2 | 35.5 | 71.3 | 77.4 | 1.2 | 147 | 240 |
| MOT16-08 | 29.9 | 32.7 | 27.6 | 7 | 27 | 418 | 11,216 | 33.0 | 93.0 | 29.1 | 26.2 | 30.6 | 78.8 | 27.2 | 76.7 | 81.7 | 0.7 | 93 | 121 |
| MOT16-12 | 42.5 | 50.1 | 39.1 | 13 | 51 | 133 | 4,615 | 44.4 | 96.5 | 45.5 | 33.7 | 48.2 | 76.1 | 35.0 | 76.2 | 80.4 | 0.1 | 23 | 33 |
| MOT16-14 | 23.9 | 33.5 | 25.7 | 11 | 91 | 1,113 | 12,882 | 30.3 | 83.4 | 30.0 | 22.2 | 31.3 | 75.2 | 23.7 | 65.3 | 77.5 | 1.5 | 62 | 122 |
Raw data: