Image Classification on ImageNet-C (Corruption Error)
19.6Corruption ErrorDINOv3
Evaluation results
| Method | Links | |
|---|---|---|
| DINOv3ViT=7B/16, Backbone Type=Self-supervised backbones2026.02 | 19.6 | |
| PEcoreViT=G/14, Backbone Type=Weakly-supervised backbones2026.02 | 22.7 | |
| DINOv2ViT=g/14, Backbone Type=Self-supervised backbones2026.02 | 24.1 | |
| AM-RADIOv2.5ViT=g/14, Backbone Type=Agglomerative backbones2026.02 | 27.1 | |
| AIMv2ViT=3B/14, Backbone Type=Weakly-supervised backbones2026.02 | 29.5 | |
| SigLIP 2ViT=g/16, Backbone Type=Weakly-supervised backbones2026.02 | 30 | |
| ViT-HMaskSub=true2023.06 | 31.2 | |
| Web-DINOViT=7B/14, Backbone Type=Self-supervised backbones2026.02 | 31.2 | |
| ViT-LMaskSub=true2023.06 | 32.4 | |
| ViT-HMaskSub=false2023.06 | 32.8 | |
| EVA-CLIPViT=18B/14, Backbone Type=Weakly-supervised backbones2026.02 | 33 | |
| ViT-LMaskSub=false2023.06 | 33.9 | |
| ViT-BMaskSub=true2023.06 | 36.9 | |
| ViT-BMaskSub=false2023.06 | 38.1 | |
| FrancaViT=g/14, Backbone Type=Self-supervised backbones2026.02 | 40 | |
| ViT-SMaskSub=true2023.06 | 43.6 | |
| ViT-SMaskSub=false2023.06 | 44.8 | |
| AcTTATENTBackbone=ViT-B/16, Batch Size=42026.03 | 62.07 | |
| SourceBackbone=ViT-B/16, Batch Size=42026.03 | 62.1 | |
| SARBackbone=ViT-B/16, Batch Size=42026.03 | 71.81 | |
| AcTTAETABackbone=ViT-B/16, Batch Size=42026.03 | 72.7 | |
| AcTTADeYOBackbone=ViT-B/16, Batch Size=42026.03 | 79.49 | |
| AcTTASARBackbone=ViT-B/16, Batch Size=42026.03 | 82.11 | |
| AcTTAROIDBackbone=ViT-B/16, Batch Size=42026.03 | 86.37 | |
| AcTTACMFBackbone=ViT-B/16, Batch Size=42026.03 | 87.08 | |
| TENTBackbone=ViT-B/16, Batch Size=42026.03 | 89.92 | |
| ETABackbone=ViT-B/16, Batch Size=42026.03 | 98.37 | |
| DeYOBackbone=ViT-B/16, Batch Size=42026.03 | 99.45 | |
| CMFBackbone=ViT-B/16, Batch Size=42026.03 | 99.79 | |
| ROIDBackbone=ViT-B/16, Batch Size=42026.03 | 99.8 |