Object Tracking on GOT-10K
83.1AOEdgeDAM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| EdgeDAM2026.03 | 83.1 | — | — | |
| SENTRY-D4S-LMethod Type=Zero-shot Method, Model Scale=L2026.06 | 82.1 | 92.6 | 78.2 | |
| SENTRY-SR-LMethod Type=Zero-shot Method, Model Scale=L2026.06 | 81.8 | 92.3 | 77.1 | |
| SAMURAI-LMethod Type=Zero-shot Method, Model Scale=L2026.06 | 81.7 | 92.2 | 76.9 | |
| SAM2.1++2026.03 | 81.1 | — | — | |
| DAM4SAM-LMethod Type=Zero-shot Method, Model Scale=L2026.06 | 81.1 | 91.4 | 77.2 | |
| SENTRY-S2-LMethod Type=Zero-shot Method, Model Scale=L2026.06 | 81.1 | 91.4 | 76.5 | |
| SAM2-LMethod Type=Zero-shot Method, Model Scale=L2026.06 | 80.8 | 91.3 | 75.5 | |
| SAM2.12026.03 | 80.7 | — | — | |
| LORAT2026.03 | 78.2 | — | — | |
| ODTrack2026.03 | 78.2 | — | — | |
| RTracker-LMethod Type=Memory-Based, Model Scale=L2026.06 | 77.9 | 87 | 76.9 | |
| DUTrack384Method Type=VLM, Input Resolution=3842026.06 | 77.8 | — | — | |
| ARPTrack256Method Type=Vision-Based, Input Resolution=2562026.06 | 77.7 | 87.3 | 74.3 | |
| CLDTrackerMethod Type=VLM2026.06 | 77.5 | 85.4 | 75.6 | |
| HIPTrackMethod Type=Vision-Based2026.06 | 77.4 | 88 | 74.5 | |
| SPMTrack-BMethod Type=Vision-Based, Model Scale=B2026.06 | 76.5 | 85.9 | 76.3 | |
| DropTrack2026.03 | 75.9 | — | — | |
| OSTrack384 + NeighborTrackpost-processing=NeighborTrack2022.11 | 75.7 | 85.72 | 73.3 | |
| MixViT2026.03 | 75.7 | — | — | |
| MixFormer-LPre-trained=ImageNet-22k, Backbone=Large2022.03 | 75.6 | 85.7 | 72.8 | |
| MixFormer-L2022.11 | 75.6 | 85.73 | 72.8 | |
| SeqTrack2026.03 | 74.8 | — | — | |
| DiffusionTrackMethod Type=Vision-Based2026.06 | 74.8 | 85.4 | 72 | |
| DiffusionTrack2026.03 | 74.7 | — | — | |
| ROMTrack2026.03 | 74.2 | — | — | |
| RFGM-B256Search Resolution=256x2562024.02 | 74.1 | 84.6 | 71.8 | |
| AQATrack256Method Type=Vision-Based, Input Resolution=2562026.06 | 73.8 | 83.2 | 72.1 | |
| OSTrack384post-processing=None2022.11 | 73.7 | 83.2 | 70.8 | |
| OSTrack-384Search Resolution=384x3842024.02 | 73.7 | 83.2 | 70.8 | |
| OSTrack2026.03 | 73.7 | — | — | |
| GRM-2562026.03 | 73.4 | — | — | |
| MixFormer-1kPre-trained=ImageNet-1k2022.03 | 73.2 | 83.2 | 70.2 | |
| SwinV2-L 1K-MIM2022.11 | 72.9 | — | — | |
| MixFormer-22kPre-trained=ImageNet-22k2022.03 | 72.6 | 82.2 | 68.8 | |
| SwinTrack-B-3842022.11 | 72.4 | 80.5 | 67.8 | |
| SwinTrack-384Search Resolution=384x3842024.02 | 72.4 | 80.5 | 67.8 | |
| TransTSource=CVPR20212021.05 | 72.3 | 82.4 | 68.2 | |
| InT+TransTSource=Ours2021.05 | 72.2 | 82.2 | 68.2 | |
| MixFormer-1k*Pre-trained=ImageNet-1k, Training Split=GOT-10k train split2022.03 | 71.2 | 79.9 | 65.8 | |
| MixFormer2026.03 | 71.2 | — | — | |
| MixFormer-22k*Pre-trained=ImageNet-22k, Training Split=GOT-10k train split2022.03 | 70.7 | 80 | 67.8 | |
| Mixformer-22kSearch Resolution=> 300x3002024.02 | 70.7 | 80 | 67.8 | |
| FARTracktinyGPU FPS=135, CPU FPS=53, NPU FPS=422026.02 | 70.6 | 81 | 63.8 | |
| FARTracknanoGPU FPS=210, CPU FPS=77, NPU FPS=612026.02 | 69.9 | 81.2 | 61.4 | |
| AiATrack2022.11 | 69.6 | 80 | 63.2 | |
| AiATrackSearch Resolution=> 300x3002024.02 | 69.6 | 80 | 63.2 | |
| CSWinTTSearch Resolution=> 300x3002024.02 | 69.4 | 78.9 | 65.4 | |
| STARK2022.03 | 68.8 | 78.1 | 64.1 | |
| STARK2022.11 | 68.8 | 78.1 | 64.1 | |
| STARKSearch Resolution=> 300x3002024.02 | 68.8 | 78.1 | 64.1 | |
| PromptVTGPU FPS=104, CPU FPS=302026.02 | 68.2 | 79.3 | 61.8 | |
| AsymTrack-BGPU FPS=135, CPU FPS=322026.02 | 67.7 | 76.6 | 61.4 | |
| UTTSearch Resolution=> 300x3002024.02 | 67.2 | 76.3 | 60.5 | |
| TransT-GOTSource=CVPR20212021.05 | 67.1 | 76.8 | 60.9 | |
| TransT2022.03 | 67.1 | 76.8 | 60.9 | |
| TrDiMP2022.03 | 67.1 | 77.7 | 58.3 | |
| TREG2022.03 | 66.8 | 77.8 | 57.2 | |
| TCTrackGPU FPS=42, CPU FPS=292026.02 | 66.2 | 75.6 | 61 | |
| ECTTrackGPU FPS=104, CPU FPS=462026.02 | 65.6 | 75 | 60.7 | |
| AsymTrack-SGPU FPS=136, CPU FPS=482026.02 | 65.5 | 74.8 | 58.9 | |
| AutoMatch2022.03 | 65.2 | 76.6 | 54.3 | |
| SiamR-CNNSource=CVPR20202021.05 | 64.9 | 72.8 | 59.7 | |
| SiamR-CNN2022.03 | 64.9 | 72.8 | 59.7 | |
| SMATGPU FPS=135, CPU FPS=402026.02 | 64.5 | 74.7 | 57.8 | |
| STMTracker2022.03 | 64.2 | 73.7 | 57.5 | |
| SAOT2022.03 | 64 | 75.9 | — | |
| HiT-BaseGPU FPS=116, CPU FPS=30, NPU FPS=332026.02 | 64 | 72.1 | 58.1 | |
| DCFSTSource=ECCV20202021.05 | 63.8 | 75.3 | 49.8 | |
| KYSSource=ECCV20202021.05 | 63.6 | 75.1 | 51.5 | |
| PrDiMPSource=CVPR20202021.05 | 63.4 | 73.8 | 54.3 | |
| DTT2022.03 | 63.4 | 74.9 | 51.4 | |
| PrDiMP2022.03 | 63.4 | 73.8 | 54.3 | |
| FCOT2022.03 | 63.4 | 76.6 | 52.1 | |
| FARTrackpicoGPU FPS=343, CPU FPS=121, NPU FPS=1012026.02 | 62.8 | 72.6 | 50.9 | |
| SiamGAT2022.03 | 62.7 | 74.3 | 48.8 | |
| HiT-SmallGPU FPS=121, CPU FPS=35, NPU FPS=472026.02 | 62.6 | 71.2 | 54.4 | |
| AsymTrack-TGPU FPS=145, CPU FPS=552026.02 | 62.3 | 71.3 | 54.7 | |
| FEARGPU FPS=123, CPU FPS=282026.02 | 61.9 | 72.2 | 52.5 | |
| MixformerV2GPU FPS=133, CPU FPS=31, NPU FPS=352026.02 | 61.9 | 71.7 | 51.3 | |
| OceanSource=ECCV20202021.05 | 61.1 | 72.1 | 47.3 | |
| DiMPSource=ICCV20192021.05 | 61.1 | 71.7 | 49.2 | |
| OCEAN2022.03 | 61.1 | 72.1 | 47.3 | |
| DiMP2022.03 | 61.1 | 71.7 | 49.2 | |
| LightTrackGPU FPS=59, CPU FPS=272026.02 | 61.1 | 71 | 54.3 | |
| D3SSource=CVPR20202021.05 | 59.7 | 67.6 | 46.2 | |
| D3S2022.03 | 59.7 | 67.6 | 46.2 | |
| SiamFC++Source=AAAI20202021.05 | 59.5 | 69.5 | 47.9 | |
| SiamFC++2022.03 | 59.5 | 69.5 | 47.9 | |
| SiamCARSource=CVPR20202021.05 | 56.9 | 67 | 41.5 | |
| E.T. TrackGPU FPS=33, CPU FPS=162026.02 | 56.6 | 64.6 | 42.5 | |
| ATOMSource=CVPR20192021.05 | 55.6 | 63.4 | 40.2 | |
| ATOM2022.03 | 55.6 | 63.4 | 40.2 | |
| HiT-TinyGPU FPS=135, CPU FPS=42, NPU FPS=562026.02 | 52.6 | 59.3 | 42.7 | |
| SiamRPN++Source=CVPR20192021.05 | 51.7 | 61.6 | 32.5 | |
| SiamRPN++2022.03 | 51.7 | 61.6 | 32.5 | |
| SiamFCSource=ECCVW20162021.05 | 34.8 | 35.3 | 9.8 | |
| SiamFC2022.03 | 34.8 | 35.3 | 9.8 | |
| ECOSource=ICCV20172021.05 | 31.6 | 30.9 | 11.1 | |
| MDNetSource=CVPR20162021.05 | 29.9 | 30.3 | 9.9 |