Vision-language tracking on TNL2K
64.9AUCVPTracker
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| VPTrackerSource=Ours, Type=BL2025.12 | 64.9 | 80.2 | 71.2 | |
| MAVLTSource=TCSVT2025, Type=BL2025.12 | 63.1 | — | 66.7 | |
| UVLTrack-BReal-time vs Non-real-time=Non-real-time, GPU speed (fps)=52, CPU speed (fps)=4, AGX speed (fps)=62026.03 | 63.1 | — | 66.7 | |
| SUTrack-TReal-time vs Non-real-time=Real-time, GPU speed (fps)=100, CPU speed (fps)=23, AGX speed (fps)=342026.03 | 60.9 | — | 62.3 | |
| ProVLTSource=TCSVT2025, Type=BL2025.12 | 59.8 | — | 61.8 | |
| TemTrackSource=AAAI 2025, Type=BB2025.12 | 58.8 | — | — | |
| OneTrackSource=CVPR2024, Type=BL2025.12 | 58 | — | 59.1 | |
| UETrack-BReal-time vs Non-real-time=Real-time, GPU speed (fps)=163, CPU speed (fps)=56, AGX speed (fps)=602026.03 | 58 | — | 60.3 | |
| OneTrackerReal-time vs Non-real-time=Non-real-time2026.03 | 58 | — | 59.1 | |
| QueryNLTSource=CVPR2024, Type=BL2025.12 | 57.8 | 75.6 | 58.7 | |
| CiteTrackerReal-time vs Non-real-time=Non-real-time, GPU speed (fps)=22, CPU speed (fps)=2, AGX speed (fps)=42026.03 | 57.7 | — | 59.6 | |
| SeqTrackv2Real-time vs Non-real-time=Non-real-time, GPU speed (fps)=23, CPU speed (fps)=2, AGX speed (fps)=52026.03 | 57.5 | — | 59.7 | |
| UETrack-SReal-time vs Non-real-time=Real-time, GPU speed (fps)=183, CPU speed (fps)=68, AGX speed (fps)=672026.03 | 57 | — | 58.4 | |
| JointNLTSource=CVPR2023, Type=BL2025.12 | 56.9 | 73.6 | 58.1 | |
| JointNLTReal-time vs Non-real-time=Non-real-time, GPU speed (fps)=39, CPU speed (fps)=3, AGX speed (fps)=52026.03 | 56.9 | — | 58.1 | |
| DecoupleTNLReal-time vs Non-real-time=Non-real-time, GPU speed (fps)=322026.03 | 56.7 | — | 56 | |
| Zhao et al.Real-time vs Non-real-time=Non-real-time, GPU speed (fps)=362026.03 | 56 | — | — | |
| UETrack-TReal-time vs Non-real-time=Real-time, GPU speed (fps)=221, CPU speed (fps)=83, AGX speed (fps)=772026.03 | 54.4 | — | 54.4 | |
| VLTTTSource=NeurIPS2022, Type=BL2025.12 | 53.1 | — | 53.3 | |
| TransTSource=CVPR2021, Type=BB2025.12 | 50.7 | 57.1 | 51.7 | |
| AutoMatchSource=AAAI2021, Type=BB2025.12 | 47.2 | — | 43.5 | |
| CTRNLTSource=CVPR2022, Type=BL2025.12 | 44 | 52 | 45 | |
| SNLTSource=CVPR2021, Type=BL2025.12 | 27.6 | — | 41.9 | |
| SNLTReal-time vs Non-real-time=Non-real-time, GPU speed (fps)=502026.03 | 27.6 | — | 41.9 | |
| RTTNLDReal-time vs Non-real-time=Non-real-time, GPU speed (fps)=302026.03 | 25 | — | 27 |