Video Object Segmentation on YouTube-VOS Semi-supervised
74.1J&F MeanDINOv3
Evaluation Results
| Method | Links | |
|---|---|---|
| DINOv3Number of Parameters=7B, Patch Size=16, Image Resolution (shorter side)=480 px, Evaluation Protocol=training-free label propagation, Features=frozen2026.07 | 74.1 | |
| DINOv3 ViT-H+Number of Parameters=0.8B, Patch Size=16, Image Resolution (shorter side)=480 px, Evaluation Protocol=training-free label propagation, Features=frozen2026.07 | 74 | |
| LingBot-Vision ViT-gNumber of Parameters=1B, Patch Size=16, Image Resolution (shorter side)=480 px, Evaluation Protocol=training-free label propagation, Features=frozen2026.07 | 73.5 | |
| V-JEPA 2.1 ViT-GNumber of Parameters=2B, Patch Size=16, Image Resolution (shorter side)=480 px, Evaluation Protocol=training-free label propagation, Features=frozen2026.07 | 72.7 | |
| V-JEPA 2.1 ViT-gNumber of Parameters=1B, Patch Size=16, Image Resolution (shorter side)=480 px, Evaluation Protocol=training-free label propagation, Features=frozen2026.07 | 72.3 | |
| AM-RADIOv2.5Number of Parameters=1B, Patch Size=14, Image Resolution (shorter side)=420 px, Evaluation Protocol=training-free label propagation, Features=frozen2026.07 | 70.1 | |
| PEspatialNumber of Parameters=2B, Patch Size=14, Image Resolution (shorter side)=420 px, Evaluation Protocol=training-free label propagation, Features=frozen2026.07 | 68.5 | |
| DINOv2Number of Parameters=1B, Patch Size=14, Image Resolution (shorter side)=420 px, Evaluation Protocol=training-free label propagation, Features=frozen2026.07 | 65.6 | |
| V-JEPA2 ViT-gNumber of Parameters=1B, Patch Size=16, Image Resolution (shorter side)=480 px, Evaluation Protocol=training-free label propagation, Features=frozen2026.07 | 53.7 | |
| SigLIP 2Number of Parameters=1B, Patch Size=16, Image Resolution (shorter side)=480 px, Evaluation Protocol=training-free label propagation, Features=frozen2026.07 | 52 | |
| InternVideo2-1BNumber of Parameters=1B, Patch Size=14, Image Resolution (shorter side)=420 px, Evaluation Protocol=training-free label propagation, Features=frozen2026.07 | 51.2 | |
| Web-DINONumber of Parameters=7B, Patch Size=14, Image Resolution (shorter side)=420 px, Evaluation Protocol=training-free label propagation, Features=frozen2026.07 | 43.9 | |
| PEcoreNumber of Parameters=2B, Patch Size=14, Image Resolution (shorter side)=420 px, Evaluation Protocol=training-free label propagation, Features=frozen2026.07 | 34.7 |