TDANet: Transformer-Based Detection and Association Network for Multi-Object Tracking
MOT20-06
Short name:
TDANet
Detector:
Private
Description:
Reference:
Yu-Lei Li, Xiamen University, chaorengui@gmail.com
Last submitted:
July 02, 2021 (2 years ago)
Published:
July 02, 2021 at 04:38:01 CET
Submissions:
1
Project page / code:
n/a
Open source:
No
Hardware:
a 2080TI gpu
Runtime:
11.1 Hz
Benchmark performance:
| Sequence | MOTA | IDF1 | HOTA | MT | ML | FP | FN | Rcll | Prcn | AssA | DetA | AssRe | AssPr | DetRe | DetPr | LocA | FAF | ID Sw. | Frag |
| MOT20 | 74.6 | 77.5 | 60.9 | 796 (64.1) | 111 (8.9) | 35,120 | 94,311 | 81.8 | 92.3 | 61.0 | 61.0 | 67.3 | 76.1 | 67.3 | 76.0 | 82.5 | 7.8 | 1,776 (0.0) | 6,045 (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 |
| MOT20-04 | 83.2 | 85.8 | 66.9 | 500 | 24 | 18,882 | 26,663 | 90.3 | 92.9 | 66.5 | 67.5 | 73.6 | 77.4 | 74.6 | 76.8 | 82.6 | 9.1 | 479 | 2,179 |
| MOT20-06 | 64.2 | 66.5 | 53.1 | 136 | 54 | 7,097 | 39,769 | 70.0 | 92.9 | 53.1 | 53.1 | 58.1 | 74.6 | 57.6 | 76.5 | 82.7 | 7.0 | 701 | 2,110 |
| MOT20-07 | 77.0 | 73.8 | 59.3 | 76 | 3 | 2,533 | 4,914 | 85.2 | 91.8 | 56.4 | 62.8 | 61.9 | 74.6 | 69.8 | 75.2 | 82.1 | 4.3 | 174 | 366 |
| MOT20-08 | 61.3 | 65.6 | 51.1 | 84 | 30 | 6,608 | 22,965 | 70.4 | 89.2 | 51.5 | 50.8 | 56.7 | 73.1 | 56.9 | 72.2 | 81.8 | 8.2 | 422 | 1,390 |
Raw data:
