Short name:
SLA_public
Detector:
Public
Description:
Spatial-Attention Location-Aware Multi-Object Tracking
Reference:
Spatial-Attention Location-Aware Multi-Object Tracking. In , 2020.
Last submitted:
December 13, 2020 (4 years ago)
Published:
December 13, 2020 at 10:20:15 CET
Submissions:
4
Project page / code:
n/a
Open source:
No
Hardware:
2080Ti
Runtime:
12.8 Hz
Benchmark performance:
| Sequence | MOTA | IDF1 | HOTA | MT | ML | FP | FN | Rcll | Prcn | AssA | DetA | AssRe | AssPr | DetRe | DetPr | LocA | FAF | ID Sw. | Frag |
| MOT17 | 59.7 | 63.4 | 49.1 | 566 (24.0) | 732 (31.1) | 16,644 | 209,318 | 62.9 | 95.5 | 50.7 | 47.9 | 55.9 | 74.6 | 50.5 | 76.7 | 80.6 | 0.9 | 1,647 (26.2) | 3,819 (60.7) |
Detailed performance:
| Sequence | MOTA | IDF1 | HOTA | MT | ML | FP | FN | Rcll | Prcn | AssA | DetA | AssRe | AssPr | DetRe | DetPr | LocA | FAF | ID Sw. | Frag |
| MOT17-01-DPM | 48.8 | 54.8 | 42.4 | 5 | 11 | 30 | 3,265 | 49.4 | 99.1 | 46.8 | 38.6 | 51.3 | 77.0 | 39.8 | 79.8 | 81.7 | 0.1 | 9 | 39 |
| MOT17-01-FRCNN | 49.0 | 52.5 | 43.4 | 6 | 10 | 13 | 3,267 | 49.3 | 99.6 | 47.9 | 39.3 | 52.2 | 80.6 | 40.4 | 81.5 | 82.7 | 0.0 | 8 | 40 |
| MOT17-01-SDP | 54.2 | 56.8 | 44.8 | 6 | 8 | 35 | 2,898 | 55.1 | 99.0 | 47.2 | 42.7 | 51.9 | 79.0 | 44.3 | 79.6 | 81.8 | 0.1 | 18 | 67 |
| MOT17-03-DPM | 69.8 | 69.5 | 53.8 | 70 | 15 | 3,532 | 27,975 | 73.3 | 95.6 | 52.6 | 55.6 | 57.0 | 75.7 | 58.8 | 76.7 | 80.3 | 2.4 | 109 | 255 |
| MOT17-03-FRCNN | 69.4 | 70.2 | 54.2 | 67 | 15 | 3,841 | 28,111 | 73.1 | 95.2 | 53.6 | 55.3 | 58.3 | 75.6 | 58.7 | 76.5 | 80.2 | 2.6 | 88 | 237 |
| MOT17-03-SDP | 74.4 | 74.2 | 57.5 | 79 | 12 | 5,196 | 21,498 | 79.5 | 94.1 | 56.0 | 59.5 | 61.5 | 74.3 | 63.8 | 75.5 | 79.8 | 3.5 | 124 | 416 |
| MOT17-06-DPM | 52.9 | 55.0 | 42.6 | 44 | 88 | 243 | 5,219 | 55.7 | 96.4 | 44.2 | 41.4 | 57.9 | 61.2 | 43.5 | 75.3 | 79.8 | 0.2 | 92 | 186 |
| MOT17-06-FRCNN | 56.3 | 55.5 | 42.9 | 57 | 68 | 330 | 4,679 | 60.3 | 95.6 | 41.0 | 45.1 | 58.1 | 57.6 | 47.8 | 75.7 | 80.5 | 0.3 | 145 | 217 |
| MOT17-06-SDP | 57.4 | 56.7 | 43.2 | 66 | 69 | 418 | 4,483 | 62.0 | 94.6 | 40.9 | 45.9 | 59.6 | 55.6 | 48.9 | 74.6 | 80.0 | 0.4 | 119 | 203 |
| MOT17-07-DPM | 55.4 | 55.5 | 42.3 | 10 | 13 | 159 | 7,290 | 56.8 | 98.4 | 41.7 | 43.3 | 44.1 | 76.9 | 45.0 | 77.8 | 80.7 | 0.3 | 78 | 141 |
| MOT17-07-FRCNN | 54.3 | 55.0 | 42.3 | 11 | 10 | 299 | 7,352 | 56.5 | 97.0 | 41.8 | 43.2 | 44.0 | 77.6 | 45.2 | 77.6 | 81.1 | 0.6 | 70 | 158 |
| MOT17-07-SDP | 58.8 | 58.4 | 44.9 | 15 | 11 | 444 | 6,429 | 61.9 | 95.9 | 43.6 | 46.6 | 46.7 | 75.7 | 49.3 | 76.4 | 80.8 | 0.9 | 95 | 187 |
| MOT17-08-DPM | 32.4 | 39.9 | 34.3 | 10 | 34 | 126 | 14,082 | 33.3 | 98.2 | 43.6 | 27.1 | 47.6 | 76.0 | 27.8 | 81.9 | 84.0 | 0.2 | 73 | 168 |
| MOT17-08-FRCNN | 30.3 | 38.8 | 34.1 | 9 | 35 | 149 | 14,516 | 31.3 | 97.8 | 45.9 | 25.5 | 49.1 | 79.5 | 26.1 | 81.6 | 83.9 | 0.2 | 51 | 122 |
| MOT17-08-SDP | 33.3 | 37.2 | 32.0 | 13 | 33 | 196 | 13,795 | 34.7 | 97.4 | 36.7 | 28.0 | 42.7 | 71.7 | 28.8 | 81.0 | 83.8 | 0.3 | 91 | 188 |
| MOT17-12-DPM | 54.0 | 64.0 | 49.5 | 24 | 28 | 199 | 3,774 | 56.5 | 96.1 | 55.3 | 44.5 | 60.6 | 76.3 | 46.7 | 79.4 | 82.8 | 0.2 | 16 | 51 |
| MOT17-12-FRCNN | 47.7 | 61.0 | 47.1 | 15 | 40 | 247 | 4,269 | 50.7 | 94.7 | 54.9 | 40.4 | 58.7 | 78.6 | 42.4 | 79.1 | 83.0 | 0.3 | 14 | 42 |
| MOT17-12-SDP | 52.8 | 64.7 | 49.6 | 23 | 30 | 317 | 3,754 | 56.7 | 93.9 | 55.7 | 44.3 | 60.1 | 78.2 | 47.0 | 77.9 | 82.7 | 0.4 | 22 | 61 |
| MOT17-14-DPM | 36.2 | 46.9 | 33.3 | 10 | 73 | 130 | 11,572 | 37.4 | 98.2 | 38.9 | 28.6 | 41.5 | 73.1 | 29.4 | 77.3 | 80.6 | 0.2 | 87 | 262 |
| MOT17-14-FRCNN | 37.4 | 48.2 | 33.9 | 12 | 70 | 382 | 11,028 | 40.3 | 95.1 | 38.3 | 30.2 | 41.2 | 72.4 | 31.6 | 74.5 | 80.0 | 0.5 | 162 | 352 |
| MOT17-14-SDP | 42.7 | 53.9 | 37.3 | 14 | 59 | 358 | 10,062 | 45.6 | 95.9 | 41.0 | 34.0 | 43.8 | 73.2 | 35.6 | 75.0 | 80.2 | 0.5 | 176 | 427 |
Raw data: