SLA_Tracker: Spatial-Attention Location-Aware Multi-Object Tracking
MOT17-01-DPM
Short name:
SLA_Tracker
Detector:
Private
Description:
Spatial-Location-Aware Multi-Object Tracking
Reference:
Spatial-Attention Location-Aware Multi-Object Tracking, In , 2020.
Last submitted:
January 26, 2021 (3 years ago)
Published:
January 26, 2021 at 04:23:44 CET
Submissions:
1
Project page / code:
Open source:
Yes
Hardware:
2080Ti
Runtime:
16.7 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 | 71.8 | 69.0 | 54.4 | 894 (38.0) | 483 (20.5) | 19,077 | 137,700 | 75.6 | 95.7 | 53.0 | 56.2 | 59.7 | 72.2 | 60.3 | 76.3 | 81.0 | 1.1 | 2,493 (33.0) | 8,199 (108.5) |
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 | 55.3 | 56.4 | 45.8 | 8 | 5 | 91 | 2,773 | 57.0 | 97.6 | 47.8 | 44.0 | 52.1 | 78.4 | 45.9 | 78.6 | 81.4 | 0.2 | 21 | 109 |
| MOT17-01-FRCNN | 55.3 | 56.4 | 45.8 | 8 | 5 | 91 | 2,773 | 57.0 | 97.6 | 47.8 | 44.0 | 52.1 | 78.4 | 45.9 | 78.6 | 81.4 | 0.2 | 21 | 109 |
| MOT17-01-SDP | 55.3 | 56.4 | 45.8 | 8 | 5 | 91 | 2,773 | 57.0 | 97.6 | 47.8 | 44.0 | 52.1 | 78.4 | 45.9 | 78.6 | 81.4 | 0.2 | 21 | 109 |
| MOT17-03-DPM | 87.1 | 77.3 | 61.4 | 119 | 0 | 2,788 | 10,523 | 89.9 | 97.1 | 57.0 | 66.8 | 63.8 | 72.6 | 71.5 | 77.2 | 80.9 | 1.9 | 167 | 940 |
| MOT17-03-FRCNN | 87.1 | 77.3 | 61.4 | 119 | 0 | 2,788 | 10,523 | 89.9 | 97.1 | 57.0 | 66.8 | 63.8 | 72.6 | 71.5 | 77.2 | 80.9 | 1.9 | 167 | 940 |
| MOT17-03-SDP | 87.1 | 77.3 | 61.4 | 119 | 0 | 2,788 | 10,523 | 89.9 | 97.1 | 57.0 | 66.8 | 63.8 | 72.6 | 71.5 | 77.2 | 80.9 | 1.9 | 167 | 940 |
| MOT17-06-DPM | 58.7 | 55.0 | 44.2 | 70 | 63 | 588 | 4,118 | 65.1 | 92.9 | 40.8 | 48.3 | 61.5 | 52.3 | 52.2 | 74.5 | 81.1 | 0.5 | 156 | 288 |
| MOT17-06-FRCNN | 58.7 | 55.0 | 44.2 | 70 | 63 | 588 | 4,118 | 65.1 | 92.9 | 40.8 | 48.3 | 61.5 | 52.3 | 52.2 | 74.5 | 81.1 | 0.5 | 156 | 288 |
| MOT17-06-SDP | 58.7 | 55.0 | 44.2 | 70 | 63 | 588 | 4,118 | 65.1 | 92.9 | 40.8 | 48.3 | 61.5 | 52.3 | 52.2 | 74.5 | 81.1 | 0.5 | 156 | 288 |
| MOT17-07-DPM | 63.1 | 61.8 | 47.2 | 21 | 5 | 1,084 | 5,055 | 70.1 | 91.6 | 45.0 | 50.0 | 48.7 | 74.0 | 54.9 | 71.7 | 79.6 | 2.2 | 98 | 337 |
| MOT17-07-FRCNN | 63.1 | 61.8 | 47.2 | 21 | 5 | 1,084 | 5,055 | 70.1 | 91.6 | 45.0 | 50.0 | 48.7 | 74.0 | 54.9 | 71.7 | 79.6 | 2.2 | 98 | 337 |
| MOT17-07-SDP | 63.1 | 61.8 | 47.2 | 21 | 5 | 1,084 | 5,055 | 70.1 | 91.6 | 45.0 | 50.0 | 48.7 | 74.0 | 54.9 | 71.7 | 79.6 | 2.2 | 98 | 337 |
| MOT17-08-DPM | 40.1 | 44.3 | 36.6 | 14 | 24 | 562 | 11,896 | 43.7 | 94.3 | 39.3 | 34.4 | 43.5 | 72.1 | 36.1 | 78.0 | 82.9 | 0.9 | 196 | 427 |
| MOT17-08-FRCNN | 40.1 | 44.3 | 36.6 | 14 | 24 | 562 | 11,896 | 43.7 | 94.3 | 39.3 | 34.4 | 43.5 | 72.1 | 36.1 | 78.0 | 82.9 | 0.9 | 196 | 427 |
| MOT17-08-SDP | 40.1 | 44.3 | 36.6 | 14 | 24 | 562 | 11,896 | 43.7 | 94.3 | 39.3 | 34.4 | 43.5 | 72.1 | 36.1 | 78.0 | 82.9 | 0.9 | 196 | 427 |
| MOT17-12-DPM | 58.9 | 67.9 | 53.0 | 34 | 21 | 496 | 3,031 | 65.0 | 91.9 | 57.5 | 49.1 | 62.5 | 78.6 | 53.5 | 75.6 | 82.8 | 0.6 | 33 | 160 |
| MOT17-12-FRCNN | 58.9 | 67.9 | 53.0 | 34 | 21 | 496 | 3,031 | 65.0 | 91.9 | 57.5 | 49.1 | 62.5 | 78.6 | 53.5 | 75.6 | 82.8 | 0.6 | 33 | 160 |
| MOT17-12-SDP | 58.9 | 67.9 | 53.0 | 34 | 21 | 496 | 3,031 | 65.0 | 91.9 | 57.5 | 49.1 | 62.5 | 78.6 | 53.5 | 75.6 | 82.8 | 0.6 | 33 | 160 |
| MOT17-14-DPM | 49.1 | 59.7 | 42.2 | 32 | 43 | 750 | 8,504 | 54.0 | 93.0 | 44.8 | 40.0 | 48.1 | 73.3 | 42.6 | 73.3 | 79.6 | 1.0 | 160 | 472 |
| MOT17-14-FRCNN | 49.1 | 59.7 | 42.2 | 32 | 43 | 750 | 8,504 | 54.0 | 93.0 | 44.8 | 40.0 | 48.1 | 73.3 | 42.6 | 73.3 | 79.6 | 1.0 | 160 | 472 |
| MOT17-14-SDP | 49.1 | 59.7 | 42.2 | 32 | 43 | 750 | 8,504 | 54.0 | 93.0 | 44.8 | 40.0 | 48.1 | 73.3 | 42.6 | 73.3 | 79.6 | 1.0 | 160 | 472 |
Raw data:
