Research Article
Multiple Traffic Target Tracking with Spatial-Temporal Affinity Network
Table 3
KITTI dataset evaluation results.
| Dataset | Method | Setting | MT↑ (%) | ML↓ (%) | IDS↓ | FG↓ | MOTA↑ (%) | MOTP↑ (%) |
| KITTI Car | MCMOT_CPD [30] | Offline | 52.31 | 11.69 | 228 | 536 | 78.90 | 82.13 | DSK [31] | Offline | 60 | 8.31 | 296 | 868 | 76.15 | 83.42 | Complexer-YOLO [32] | Online | 58 | 5.08 | 1186 | 2092 | 75.7 | 78.46 | NOMT [33] | Offline | 41.08 | 25.23 | 31 | 207 | 66.6 | 78.17 | LP_SSVM [34] | Offline | 35.54 | 21.26 | 62 | 539 | 61.77 | 76.93 | CEM [35] | Offline | 20 | 31.54 | 125 | 396 | 51.94 | 77.11 | RMOT [36] | Online | 21.69 | 31.859 | 209 | 727 | 52.42 | 75.18 | ODAMOT [37] | Online | 27.08 | 15.54 | 389 | 1274 | 59.23 | 75.45 | SCEA [38] | Online | 26.92 | 26.62 | 104 | 448 | 57.03 | 78.84 | CIWT [39] | Online | 13.75 | 34.71 | 112 | 901 | 43.37 | 71.44 | FAMNet [40] | Online | 51.38 | 8.92 | 123 | 713 | 77.08 | 78.79 | SASN-MCF [41] | Online | 58 | 7.85 | 443 | 975 | 70.06 | 82.65 | MASS [42] | Online | 74 | 2.92 | 353 | 516 | 84.64 | 85.36 | SAMT [43] | Online | 62.77 | 6.00 | 198 | 294 | 83.64 | 85.89 | CenterTrack [24] | Online | 82.15 | 2.46 | 254 | 227 | 88.83 | 84.97 | Ours | Online | 83.1 | 2.9 | 271 | 254 | 86.90 | 85.71 |
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