Benchmark:
MOT15 |
Short name:
LINF1
Detector:
Public
Description:
n/a
Reference:
L. Fagot-Bouquet, R. Audigier, Y. Dhome, F. Lerasle. Improving Multi-Frame Data Association with Sparse Representations for Robust Near-Online Multi-Object Tracking. In ECCV, 2016.
Last submitted:
March 05, 2016 (8 years ago)
Published:
March 16, 2016 at 15:53:31 CET
Submissions:
1
Project page / code:
n/a
Open source:
No
Hardware:
2.7 GHZ, 8 Core
Runtime:
7.5 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 | 24.5 | 34.8 | 26.4 | 40 (5.5) | 466 (64.6) | 5,864 | 40,207 | 34.6 | 78.4 | 29.7 | 23.7 | 32.8 | 66.8 | 26.1 | 59.2 | 75.5 | 1.0 | 298 (8.6) | 744 (21.5) |
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 | 14.4 | 40.3 | 30.8 | 8 | 9 | 3,056 | 4,873 | 47.6 | 59.2 | 34.7 | 27.6 | 37.9 | 68.1 | 36.7 | 45.5 | 75.5 | 6.1 | 35 | 106 |
| ADL-Rundle-3 | 35.8 | 37.2 | 27.2 | 4 | 11 | 949 | 5,522 | 45.7 | 83.0 | 23.9 | 31.3 | 26.4 | 68.0 | 34.6 | 62.8 | 76.3 | 1.5 | 59 | 88 |
| AVG-TownCentre | 11.1 | 20.7 | 18.5 | 5 | 183 | 106 | 6,241 | 12.7 | 89.5 | 37.0 | 9.3 | 40.6 | 69.5 | 9.5 | 67.0 | 74.9 | 0.2 | 5 | 34 |
| ETH-Crossing | 21.4 | 30.2 | 22.7 | 2 | 20 | 9 | 775 | 22.7 | 96.2 | 30.1 | 17.2 | 30.9 | 79.6 | 17.5 | 74.2 | 78.9 | 0.0 | 4 | 5 |
| ETH-Jelmoli | 36.5 | 52.6 | 35.1 | 7 | 22 | 169 | 1,430 | 43.6 | 86.8 | 39.6 | 31.2 | 44.6 | 68.2 | 33.7 | 67.0 | 77.3 | 0.4 | 11 | 35 |
| ETH-Linthescher | 9.2 | 15.5 | 16.5 | 3 | 173 | 40 | 8,067 | 9.7 | 95.6 | 37.4 | 7.3 | 40.1 | 74.7 | 7.4 | 72.8 | 78.3 | 0.0 | 3 | 10 |
| KITTI-16 | 39.1 | 47.7 | 34.3 | 0 | 4 | 58 | 966 | 43.2 | 92.7 | 39.1 | 30.2 | 45.6 | 58.3 | 32.0 | 68.6 | 76.7 | 0.3 | 12 | 26 |
| KITTI-19 | 27.8 | 42.4 | 29.8 | 5 | 23 | 592 | 3,236 | 39.4 | 78.1 | 33.1 | 27.1 | 38.1 | 59.4 | 29.4 | 58.2 | 71.4 | 0.6 | 32 | 186 |
| PETS09-S2L2 | 37.7 | 34.1 | 23.9 | 1 | 11 | 393 | 5,497 | 43.0 | 91.3 | 19.0 | 30.3 | 20.2 | 63.6 | 31.8 | 67.5 | 74.7 | 0.9 | 114 | 202 |
| TUD-Crossing | 64.2 | 61.7 | 42.1 | 5 | 2 | 12 | 375 | 66.0 | 98.4 | 38.0 | 46.6 | 44.8 | 59.7 | 48.9 | 73.0 | 77.3 | 0.1 | 8 | 22 |
| Venice-1 | 18.5 | 32.1 | 24.1 | 0 | 8 | 480 | 3,225 | 29.3 | 73.6 | 29.1 | 20.0 | 30.8 | 69.1 | 22.4 | 56.1 | 77.1 | 1.1 | 15 | 30 |
Raw data: