Visual Object Tracking on TrackingNet
87.9Success Rate (AUC)MCITrack-384
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MCITrack-384Semantic Feature=Fast-iTPN-L, Training Data of Tracker=Base+VastTrack, Frames=5, Trainable Parameters=287M2026.07 | 87.9 | — | — | — | — | 92.1 | — | |
| GOT-Edit-378Semantic Feature=DINOv2-L, Geometry Feature=VGGT, Training Data of Tracker=Base+VastTrack, Frames=3, Trainable Parameters=53M2026.07 | 86.7 | — | — | — | — | 91 | — | |
| GOT-Edit-378Semantic Feature=DINOv2-L, Geometry Feature=DA3-L, Training Data of Tracker=Base+VastTrack, Frames=3, Trainable Parameters=28M2026.07 | 86.6 | — | — | — | — | 91 | — | |
| ARPTrack-384Semantic Feature=ViT-ARP-L, Training Data of Tracker=Base+VastTrack+K700, Frames=7, Trainable Parameters=405M2026.07 | 86.6 | — | — | — | — | 91.1 | — | |
| GOT-Edit-378Semantic Feature=DINOv2-L, Geometry Feature=VGGT, Training Data of Tracker=Base, Frames=3, Trainable Parameters=53M2026.07 | 86.4 | — | — | — | — | 90.6 | — | |
| GOT-JEPAVariant=Highest-resolution (ViT-L prioritized)2026.07 | 86.4 | — | — | — | — | 90.6 | — | |
| ARTrackv2Year=2024, Variant=Highest-resolution (ViT-L prioritized)2026.07 | 86.1 | — | — | — | — | 90.4 | — | |
| SAM 2++2025.10 | 86 | — | — | 90.1 | 87.3 | — | — | |
| GOT-Edit-252Semantic Feature=DINOv2-L, Geometry Feature=DA3-L, Training Data of Tracker=Base+VastTrack, Frames=3, Trainable Parameters=51M2026.07 | 85.6 | — | — | — | — | 90.1 | — | |
| LoRAT-378Semantic Feature=DINOv2-L, Training Data of Tracker=Base, Frames=3, Trainable Parameters=32M2026.07 | 85.6 | — | — | — | — | 89.7 | — | |
| LoRATYear=2024, Variant=Highest-resolution (ViT-L prioritized)2026.07 | 85.6 | — | — | — | — | 89.7 | — | |
| SeqTrack-384Semantic Feature=ViT-MAE-L, Training Data of Tracker=Base, Frames=3, Trainable Parameters=309M2026.07 | 85.5 | — | — | — | — | 89.8 | — | |
| SeqTrack-LVenue=CVPR232026.07 | 85.5 | — | — | — | 85.8 | 89.8 | — | |
| UNINEXT-H2025.10 | 85.4 | — | — | 89 | 86.4 | — | — | |
| PiVOT-378Semantic Feature=DINOv2-L, Training Data of Tracker=Base, Frames=3, Trainable Parameters=34M2026.07 | 85.3 | — | — | — | — | 90 | — | |
| PiVOT-L-27Venue=-2026.07 | 85.3 | — | — | — | 85.3 | 90 | — | |
| SAMURAIYear=2026, Variant=Highest-resolution (ViT-L prioritized)2026.07 | 85.3 | — | — | — | — | — | — | |
| PiVOTYear=2025, Variant=Highest-resolution (ViT-L prioritized)2026.07 | 85.3 | — | — | — | — | 90 | — | |
| CTTrack-LVenue=AAAI232026.07 | 84.9 | — | — | — | 83.5 | 89.1 | — | |
| USCLTrackYear=2025, Variant=Highest-resolution (ViT-L prioritized)2026.07 | 84.9 | — | — | — | — | 89.4 | — | |
| SuperSBTYear=2024, Variant=Highest-resolution (ViT-L prioritized)2026.07 | 84.8 | — | — | — | — | 88.9 | — | |
| SATrack-384Semantic Feature=SAViT, Training Data of Tracker=Base, Frames=62026.07 | 84.7 | — | — | — | — | 89 | — | |
| MGTrackYear=2025, Variant=Highest-resolution (ViT-L prioritized)2026.07 | 84.7 | — | — | — | — | 89.7 | — | |
| SATrackYear=2025, Variant=Highest-resolution (ViT-L prioritized)2026.07 | 84.7 | — | — | — | — | 89 | — | |
| HIPTrackYear=2024, Variant=Highest-resolution (ViT-L prioritized)2026.07 | 84.5 | — | — | — | — | 89.1 | — | |
| PiVOT-L-22Venue=-2026.07 | 84.3 | — | — | — | 83.9 | 89.2 | — | |
| ToMP-378 (Reproduced)Semantic Feature=DINOv2-L, Training Data of Tracker=Base+VastTrack, Frames=3, Trainable Parameters=25M2026.07 | 84.2 | — | — | — | — | 89 | — | |
| CVT-TrackYear=2025, Variant=Highest-resolution (ViT-L prioritized)2026.07 | 84.2 | — | — | — | — | 88.2 | — | |
| MFDSTrackYear=2025, Variant=Highest-resolution (ViT-L prioritized)2026.07 | 84.2 | — | — | — | — | 88.5 | — | |
| ROMTrack-384Venue=ICCV232026.07 | 84.1 | — | — | — | 83.7 | 89 | — | |
| UVLTrack-LVenue=AAAI242026.07 | 84.1 | — | — | — | 82.9 | — | — | |
| UniSOTYear=2026, Variant=Highest-resolution (ViT-L prioritized)2026.07 | 84.1 | — | — | — | — | — | — | |
| ROMTrackYear=2023, Variant=Highest-resolution (ViT-L prioritized)2026.07 | 84.1 | — | — | — | — | 89 | — | |
| GRM-320Semantic Feature=ViT-MAE-L, Training Data of Tracker=Base, Frames=32026.07 | 84 | — | — | — | — | 88.9 | — | |
| GRMYear=2023, Variant=Highest-resolution (ViT-L prioritized)2026.07 | 84 | — | — | — | — | 88.9 | — | |
| MixFormer-LVenue=CVPR222026.07 | 83.9 | — | — | — | 83.1 | 88.9 | — | |
| OSTrackYear=2022, Variant=Highest-resolution (ViT-L prioritized)2026.07 | 83.9 | — | — | — | — | 88.5 | — | |
| OneTrackerVenue=CVPR242026.07 | 83.7 | — | — | — | 82.7 | 88.4 | — | |
| RELO-T2562026.05 | 83.6 | 21 | 32 | — | — | — | — | |
| MITS2025.10 | 83.4 | — | — | 88.9 | 84.6 | — | — | |
| OmniTracker-L2025.10 | 83.4 | — | — | 86.7 | 82.3 | — | — | |
| MPITYear=2025, Variant=Highest-resolution (ViT-L prioritized)2026.07 | 83.3 | — | — | — | — | 88.1 | — | |
| ZoomTrackVenue=NeurIPS232026.07 | 83.2 | — | — | — | 82.2 | — | — | |
| Unicorn2025.10 | 83 | — | — | 86.4 | 82.2 | — | — | |
| SUTrack-T2242026.05 | 82.7 | 23 | 34 | — | — | — | — | |
| ToMPYear=2022, Variant=Highest-resolution (ViT-L prioritized)2026.07 | 81.5 | — | — | — | — | 86.4 | — | |
| HiT2026.05 | 80 | 33 | 61 | — | — | — | — | |
| AsymTrack-B2026.05 | 80 | 38 | 64 | — | — | — | — | |
| MixFormerV2-S2026.05 | 75.8 | 47 | 70 | — | — | — | — | |
| E.T.Track2026.05 | 75 | 47 | 20 | — | — | — | — | |
| DiMPUnsupervised=No, Online Updating=No2026.05 | 74 | — | — | — | 68.7 | 80.1 | — | |
| SiamRPN++Unsupervised=No, Online Updating=No2026.05 | 73.3 | — | — | — | 69.4 | 80 | — | |
| Diff-TrackingUnsupervised=Yes, Online Updating=Yes2026.05 | 70.4 | — | — | — | 64.1 | 77.5 | — | |
| ATOMUnsupervised=No, Online Updating=No2026.05 | 70.3 | — | — | — | 64.8 | 71.1 | — | |
| Diff-TrackerUnsupervised=Yes, Online Updating=No2026.05 | 67.5 | — | — | — | 61.4 | 75.1 | — | |
| ULAST-onUnsupervised=Yes, Online Updating=Yes2026.05 | 65.4 | — | — | — | 59.2 | 73.2 | — | |
| ULASTUnsupervised=Yes, Online Updating=No2026.05 | 64.9 | — | — | — | 58.5 | 72.5 | — | |
| AUDI-TUnsupervised=Yes, Online Updating=No2026.05 | 61.7 | — | — | — | 59.4 | — | — | |
| USOT-onUnsupervised=Yes, Online Updating=Yes2026.05 | 61.6 | — | — | — | 56.6 | 69.1 | — | |
| USOTUnsupervised=Yes, Online Updating=No2026.05 | 59.9 | — | — | — | 55.1 | 68.2 | — | |
| SiamFCUnsupervised=No, Online Updating=No2026.05 | 57.1 | — | — | — | 53.3 | 66.3 | — | |
| LUDT+Unsupervised=Yes, Online Updating=No2026.05 | 56.3 | — | — | — | 49.5 | 63.3 | — | |
| ECOUnsupervised=Yes, Online Updating=No2026.05 | 56.1 | — | — | — | 48.9 | 62.1 | — | |
| KCFUnsupervised=Yes, Online Updating=No2026.05 | 44.7 | — | — | — | 41.9 | 54.6 | — | |
| ANNSiamFC2026.06 | — | — | — | — | 51.2 | — | — | |
| CANNDHType=Direct ANN-CANN hybridization baseline2026.06 | — | — | — | — | 47.7 | — | — | |
| CANNMType=Motion-driven CANN baseline2026.06 | — | — | — | — | 28.2 | — | — | |
| FlyNetType=Heuristic ANN-CANN hybridization baseline2026.06 | — | — | — | — | 28.2 | — | — | |
| HSTNNType=Neuron-scale hybridization baseline2026.06 | — | — | — | — | 49.7 | — | — | |
| HTNN2026.06 | — | — | — | — | 51.4 | — | — | |
| SAM2Long-LFPS=26.12026.06 | — | — | — | — | — | — | 84.7 | |
| SENTRY-D4S-LFPS=30.22026.06 | — | — | — | — | — | — | 85.9 | |
| SENTRY-S2-LFPS=32.82026.06 | — | — | — | — | — | — | 85.7 | |
| SENTRY-SR-LFPS=30.92026.06 | — | — | — | — | — | — | 85.8 |