Visual Object Tracking on GOT-10k 1.0 (test)
81.7AOSAMURAI-L
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SAMURAI-LBackbone=Large, Protocol=Zero-shot2024.11 | 81.7 | 92.2 | 76.9 | |
| SAMURAI-BBackbone=Base, Protocol=Zero-shot2024.11 | 79.6 | 90.8 | 72.9 | |
| SAMURAI-TBackbone=Tiny, Protocol=Zero-shot2024.11 | 79 | 89.6 | 72.3 | |
| SAMURAI-SBackbone=Small, Protocol=Zero-shot2024.11 | 78.8 | 88.7 | 72.9 | |
| ODTrack-LBackbone=Large, Search Region=384, Protocol=Supervised2024.11 | 78.2 | 87.2 | 77.3 | |
| HIPTrack-BBackbone=Base, Search Region=384, Protocol=Supervised2024.11 | 77.4 | 88 | 74.5 | |
| ODTrack-BBackbone=Base, Search Region=384, Protocol=Supervised2024.11 | 77 | 87.9 | 75.1 | |
| EVPTrack-BBackbone=Base, Search Region=384, Protocol=Supervised2024.11 | 76.6 | 86.7 | 73.9 | |
| AQATrack-LBackbone=Large, Search Region=384, Protocol=Supervised2024.11 | 76 | 85.2 | 74.9 | |
| LORAT-LBackbone=Large, Search Region=224, Protocol=Supervised2024.11 | 75.7 | 84.9 | 75 | |
| SeqTrack-BBackbone=Base, Search Region=384, Protocol=Supervised2024.11 | 74.5 | 84.3 | 71.4 | |
| AQATrack-BBackbone=Base, Search Region=256, Protocol=Supervised2024.11 | 73.8 | 83.2 | 72.1 | |
| OSTrackSearch Region=384, Protocol=Supervised2024.11 | 73.7 | 83.2 | 70.8 | |
| ARTrack-BBackbone=Base, Search Region=256, Protocol=Supervised2024.11 | 73.5 | 82.2 | 70.9 | |
| GRM-BBackbone=Base, Search Region=256, Protocol=Supervised2024.11 | 73.4 | 82.9 | 70.4 | |
| ROMTrack-BBackbone=Base, Search Region=256, Protocol=Supervised2024.11 | 72.9 | 82.9 | 70.2 | |
| SwinTrack-BBackbone=Base, Search Region=384, Protocol=Supervised2024.11 | 72.4 | 80.5 | 67.8 | |
| LORAT-BBackbone=Base, Search Region=224, Protocol=Supervised2024.11 | 72.1 | 81.8 | 70.7 | |
| MixFormerSearch Region=288, Protocol=Supervised2024.11 | 70.7 | 80 | 67.8 | |
| TrDiMPAdditional training data (LTC)=true2021.03 | 68.8 | 80.5 | 59.7 | |
| STARKSearch Region=320, Protocol=Supervised2024.11 | 68.8 | 78.1 | 64.1 | |
| TrSiamAdditional training data (LTC)=true2021.03 | 67.3 | 78.7 | 58.6 | |
| TrDiMPAdditional training data (LTC)=false2021.03 | 67.1 | 77.7 | 58.3 | |
| TransTSearch Region=256, Protocol=Supervised2024.11 | 67.1 | 76.8 | 60.9 | |
| TrSiamAdditional training data (LTC)=false2021.03 | 66 | 76.6 | 57.1 | |
| AutoMatchSearch Region=255, Protocol=Supervised2024.11 | 65.2 | 76.6 | 54.3 | |
| Siam-RCNNAdditional training data (LTC)=false2021.03 | 64.9 | — | — | |
| DCFSTAdditional training data (LTC)=false2021.03 | 63.8 | 75.3 | 49.8 | |
| KYSAdditional training data (LTC)=false2021.03 | 63.6 | 75.1 | 51.5 | |
| PrDiMP50Backbone=ResNet-502020.03 | 63.4 | 73.8 | 54.3 | |
| PrDiMP-50Additional training data (LTC)=false2021.03 | 63.4 | 73.8 | 54.3 | |
| PrDiMP18Backbone=ResNet-182020.03 | 61.2 | 71.5 | 50.4 | |
| DiMP50Backbone=ResNet-502020.03 | 61.1 | 71.7 | 49.2 | |
| DiMP-50Additional training data (LTC)=false2021.03 | 61.1 | 71.7 | 49.2 | |
| DiMPSearch Region=288, Protocol=Supervised2024.11 | 61.1 | 71.7 | 49.2 | |
| D3SAdditional training data (LTC)=false2021.03 | 59.7 | 67.6 | 46.2 | |
| SiamFC++Additional training data (LTC)=false2021.03 | 59.5 | 69.5 | 47.9 | |
| DiMP18Backbone=ResNet-182020.03 | 57.9 | 67.2 | 44.6 | |
| ATOM2020.03 | 55.6 | 63.4 | 40.2 | |
| ATOMAdditional training data (LTC)=false2021.03 | 55.6 | 63.4 | 40.2 | |
| SiamRPN++Protocol=Supervised2024.11 | 51.7 | 61.6 | 32.5 | |
| SPMAdditional training data (LTC)=false2021.03 | 51.3 | 59.3 | 35.9 | |
| SiamRPNAdditional training data (LTC)=false2021.03 | 46.3 | 54.9 | 25.3 | |
| SiamFCv22020.03 | 37.4 | 40.4 | 14.4 | |
| SiamFCv2Additional training data (LTC)=false2021.03 | 37.4 | 40.4 | 14.4 | |
| SiamFC2020.03 | 34.8 | 35.3 | 9.8 | |
| SiamFCAdditional training data (LTC)=false2021.03 | 34.8 | 35.3 | 9.8 | |
| GOTURN2020.03 | 34.7 | 37.5 | 12.4 | |
| CCOT2020.03 | 32.5 | 32.8 | 10.7 | |
| ECO2020.03 | 31.6 | 30.9 | 11.1 | |
| CF22020.03 | 31.5 | 29.7 | 8.8 |