Referring Multi-Object Tracking on Refer-KITTI
69.66HOTATransRMOT
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TransRMOTAttack Strategy=Clean, Attack Vector=–2025.09 | 69.66 | 6.13 | 0 | 71.9 | 65.3 | 69.54 | 83 | 93 | — | — | — | — | — | |
| TempRMOTAttack Strategy=Clean, Attack Vector=–2025.09 | 68.7 | 0.24 | 0 | 67.65 | 66.6 | 69.2 | 98 | 98 | — | — | — | — | — | |
| TransRMOTAttack Strategy=Adv. Referring, Attack Vector=Physical AAI2025.09 | 59.79 | 8.63 | 54.07 | 56.69 | 61.88 | 58.38 | 67 | 71 | — | — | — | — | — | |
| TempRMOTAttack Strategy=Adv. Referring (Spatio-temporal), Attack Vector=Physical AAI2025.09 | 56.87 | 2.53 | 12.6 | 55.69 | 55.08 | 59.5 | 89 | 73 | — | — | — | — | — | |
| TransRMOTAttack Strategy=Adv. Referring, Attack Vector=Physical EAI2025.09 | 56.67 | 8.94 | 60.56 | 53.32 | 59.22 | 55.65 | 67 | 67 | — | — | — | — | — | |
| TransRMOTAttack Strategy=Adv. Referring, Attack Vector=Pixels2025.09 | 56.26 | 9.3 | 60.82 | 51.86 | 59.5 | 54.26 | 64 | 68 | — | — | — | — | — | |
| COALPublication=Ours2026.05 | 53.38 | — | — | 69.74 | 40.89 | — | — | — | 60.32 | 54.73 | 76.25 | 86.68 | 90.99 | |
| HFF-TrackerPublication=AAAI 20252026.05 | 52.41 | — | — | 66.65 | 41.29 | — | — | — | 53.42 | 62.89 | 71.48 | 88.96 | 90.76 | |
| TempRMOTPublication=arXiv 20242026.05 | 52.21 | — | — | 66.75 | 40.95 | — | — | — | 55.65 | 59.25 | 71.82 | 87.76 | 90.4 | |
| TempRMOTAttack Strategy=Adv. Referring (Spatio-temporal), Attack Vector=Physical EAI2025.09 | 51.52 | 3.2 | 14.73 | 51.3 | 49.72 | 55.78 | 89 | 70 | — | — | — | — | — | |
| SKTrackPublication=TMM 20252026.05 | 50.85 | — | — | 61.39 | 42.24 | — | — | — | 58.1 | 59.24 | 66.68 | 88.76 | 90.43 | |
| TempRMOTAttack Strategy=Adv. Referring (Spatio-temporal), Attack Vector=Pixels2025.09 | 49.89 | 4.32 | 41.07 | 46.55 | 47.8 | 49.99 | 72 | 64 | — | — | — | — | — | |
| CDRMTPublication=IF 20252026.05 | 49.35 | — | — | 60.56 | 40.34 | — | — | — | 54.54 | 59.3 | 64.7 | 89.8 | 90.61 | |
| MGLTPublication=TIM 20252026.05 | 49.25 | — | — | 65.5 | 37.09 | — | — | — | — | — | — | — | — | |
| EchoTrackPublication=ITS 20242026.05 | 48.86 | — | — | 57.59 | 41.26 | — | — | — | 53.42 | 62.83 | 61.61 | 89.33 | 90.74 | |
| iKUNPublication=CVPR 20242026.05 | 48.84 | — | — | 66.8 | 35.74 | — | — | — | 51.97 | 52.25 | 72.95 | 87.09 | — | |
| CGATrackerPublication=TCSVT 20252026.05 | 48.81 | — | — | 61.77 | 38.66 | — | — | — | 51.67 | 59.12 | 65.87 | 90.26 | — | |
| TransRMOTPublication=CVPR 20232026.05 | 46.56 | — | — | 57.33 | 37.97 | — | — | — | 49.69 | 60.1 | 60.02 | 89.67 | 90.33 | |
| DeepRMOTPublication=ICASSP 20242026.05 | 39.55 | — | — | 53.23 | 30.12 | — | — | — | 41.91 | 47.47 | 58.47 | 82.16 | 80.49 |