Research Article
Multiple Traffic Target Tracking with Spatial-Temporal Affinity Network
Table 4
UA-DETRAC dataset evaluation results.
| Dataset | Method | Setting | Detector | MT↑ (%) | ML↓ (%) | IDS↓ | FG↓ | MOTA↑ (%) | MOTP↑ (%) |
| UA-DETRAC | GOG [44] | Offline | CompACT | 13.90 | 19.90 | 3334.6 | 3172.4 | 14.20 | 37.00 | H2T [45] | Offline | CompACT | 14.8 | 19.4 | 852.2 | 1117.2 | 12.40 | 35.7 | IHTLS [46] | Offline | CompACT | 13.8 | 19.9 | 953.6 | 3556.9 | 11.10 | 36.8 | DCT [47] | Offline | CompACT | 6.7 | 29.3 | 141.4 | 132.4 | 10.80 | 37.1 | DCT [47] | Offline | R-CNN | 10.1 | 22.8 | 758.7 | 742.9 | 11.7 | 38.0 | CEM [34] | Offline | CompACT | 3 | 35.3 | 267.9 | 352.3 | 5.10 | 35.2 | CMOT [48] | Online | CompACT | 16.1 | 18.6 | 285.3 | 1516.8 | 12.60 | 36.1 | IOU [49] | Online | CompACT | 14.8 | 19.7 | 2308.1 | 3250.4 | 16.10 | 37.0 | IOU [49] | Online | R-CNN | 13.8 | 20.7 | 5029.4 | 5795.7 | 16.00 | 38.3 | V-IOUT [50] | Online | CompACT | 17.4 | 18.8 | 363.8 | 1123.5 | 17.7 | 36.4 | FAMNET [40] | Online | CompACT | 17.1 | 18.2 | 617 | 970.2 | 19.80 | 36.7 | Ours | Online | CompACT | 17.6 | 18.1 | 518.2 | 1546.8 | 20.14 | 34.37 | Ours | Online | R-CNN | 18.9 | 17.6 | 463.4 | 1450.6 | 20.82 | 35.65 |
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