LMLv1: Long Memory Linking
TUD-Crossing
Benchmark:
MOT15 |
Short name:
LMLv1
Detector:
Private
Description:
Reference:
Last submitted:
May 09, 2022 (2 months ago)
Published:
May 06, 2022 at 10:45:33 CET
Submissions:
2
Project page / code:
n/a
Open source:
No
Hardware:
A6000
Runtime:
2.4 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 | 50.5 | 46.4 | 40.9 | 261 (36.2) | 195 (27.0) | 8,382 | 19,324 | 68.5 | 83.4 | 35.8 | 47.5 | 41.2 | 67.1 | 55.6 | 67.6 | 81.5 | 1.4 | 2,736 (0.0) | 1,507 (0.0) |
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 | 34.4 | 40.1 | 37.2 | 13 | 2 | 2,188 | 3,126 | 66.4 | 73.9 | 33.3 | 42.0 | 36.1 | 68.6 | 53.0 | 58.9 | 79.8 | 4.4 | 792 | 219 |
| ADL-Rundle-3 | 48.4 | 44.1 | 41.3 | 23 | 3 | 2,022 | 3,016 | 70.3 | 78.0 | 35.7 | 48.4 | 39.8 | 71.3 | 59.6 | 66.0 | 84.0 | 3.2 | 208 | 190 |
| AVG-TownCentre | 14.0 | 23.6 | 17.6 | 9 | 147 | 135 | 5,937 | 16.9 | 90.0 | 25.2 | 12.6 | 28.4 | 68.5 | 12.9 | 68.4 | 75.2 | 0.3 | 77 | 45 |
| ETH-Crossing | 69.8 | 73.2 | 62.0 | 15 | 1 | 155 | 126 | 87.4 | 85.0 | 59.3 | 65.0 | 70.1 | 74.7 | 77.0 | 74.8 | 86.8 | 0.7 | 22 | 26 |
| ETH-Jelmoli | 51.6 | 67.0 | 54.1 | 27 | 5 | 849 | 343 | 86.5 | 72.1 | 55.1 | 53.2 | 64.9 | 70.1 | 73.0 | 60.9 | 84.7 | 1.9 | 35 | 55 |
| ETH-Linthescher | 69.3 | 64.9 | 54.4 | 99 | 30 | 1,022 | 1,528 | 82.9 | 87.9 | 49.1 | 60.7 | 58.5 | 69.9 | 70.0 | 74.2 | 84.5 | 0.9 | 192 | 198 |
| KITTI-16 | 43.0 | 52.0 | 37.7 | 7 | 0 | 290 | 433 | 74.5 | 81.4 | 28.9 | 49.5 | 30.8 | 62.6 | 58.4 | 63.8 | 77.4 | 1.4 | 247 | 59 |
| KITTI-19 | 47.0 | 53.2 | 39.8 | 28 | 3 | 1,299 | 1,338 | 75.0 | 75.5 | 35.9 | 44.7 | 41.2 | 62.4 | 55.8 | 56.2 | 74.8 | 1.2 | 197 | 216 |
| PETS09-S2L2 | 69.6 | 34.1 | 30.4 | 21 | 1 | 242 | 1,920 | 80.1 | 97.0 | 16.0 | 58.4 | 17.6 | 56.4 | 62.7 | 75.9 | 80.4 | 0.6 | 765 | 423 |
| TUD-Crossing | 86.9 | 65.8 | 53.9 | 12 | 0 | 72 | 57 | 94.8 | 93.6 | 42.5 | 68.5 | 60.8 | 51.0 | 77.4 | 76.3 | 83.7 | 0.4 | 15 | 16 |
| Venice-1 | 60.7 | 38.8 | 38.7 | 7 | 3 | 108 | 1,500 | 67.1 | 96.6 | 29.4 | 51.6 | 32.5 | 69.8 | 54.7 | 78.7 | 82.6 | 0.2 | 186 | 60 |
Raw data:
