Image Classification on ImageNet-C (Per-Corruption Error Rates)
26.36Gaussian Blur Error RateVTE
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VTEBackbone=ViT-L-142026.01 | 26.36 | 29.2 | 28.98 | 36.38 | 24.88 | 40.92 | 39.36 | 50.52 | 44.92 | 50.86 | 67.42 | 33.8 | 30.56 | 55.58 | 47.76 | 40.5 | |
| TPTBackbone=ViT-L-142026.01 | 27.08 | 30 | 29.54 | 35.84 | 25.78 | 41.5 | 37.98 | 51.64 | 45.72 | 51.78 | 67.78 | 36.34 | 31.64 | 55.56 | 46.16 | 40.96 | |
| ZEROBackbone=ViT-L-142026.01 | 27.12 | 28.7 | 28.72 | 35.54 | 25.66 | 40.5 | 38.16 | 50.56 | 43.84 | 50.32 | 66.04 | 35.24 | 30.74 | 55.08 | 44.98 | 40.08 | |
| SourceBackbone=ViT-L-142026.01 | 27.4 | 29.42 | 28.72 | 34.58 | 25.28 | 40.96 | 36.7 | 49.8 | 44.1 | 49.78 | 65.36 | 35.18 | 30.42 | 53.48 | 42.24 | 39.56 | |
| MEMOBackbone=ViT-L-142026.01 | 27.42 | 29.46 | 28.74 | 34.66 | 25.34 | 41 | 36.74 | 49.78 | 44.16 | 49.8 | 65.42 | 35.16 | 30.4 | 53.56 | 42.24 | 39.59 | |
| DMNBackbone=ViT-L-142026.01 | 27.44 | 30.16 | 30.84 | 32.72 | 25.98 | 41.26 | 37 | 49.54 | 44.56 | 50.02 | 66 | 29.5 | 31.1 | 54.9 | 42.18 | 39.55 | |
| TDABackbone=ViT-L-142026.01 | 27.52 | 30.72 | 32.3 | 35.2 | 27.04 | 42.6 | 38.2 | 51.4 | 46.36 | 52.08 | 66.76 | 37.7 | 31.76 | 55.22 | 44 | 41.26 | |
| RoTTABackbone=ViT-L-142026.01 | 27.62 | 29.6 | 29.02 | 34.68 | 25.5 | 41.18 | 36.82 | 50.04 | 44.2 | 49.76 | 65.4 | 35.08 | 30.82 | 53.64 | 42.36 | 39.71 | |
| ECALPBackbone=ViT-L-142026.01 | 29.48 | 30.34 | 30.86 | 35.6 | 27.5 | 42.82 | 38.38 | 50.48 | 45.42 | 50.52 | 65.4 | 37.44 | 30.12 | 55.16 | 42.8 | 40.82 | |
| WATTBackbone=ViT-L-142026.01 | 29.82 | 31.42 | 30.7 | 36.68 | 28.92 | 42.3 | 38.48 | 51.1 | 44.46 | 50.7 | 65.6 | 39.18 | 33.54 | 54.16 | 43.3 | 41.36 | |
| BATCLIPBackbone=ViT-L-142026.01 | 31.44 | 31.4 | 30.94 | 35.84 | 31.68 | 43.72 | 39.26 | 50.16 | 43.02 | 51.12 | 65.5 | 40.14 | 35.38 | 53.68 | 48.92 | 42.15 | |
| MINTBackbone=ViT-L-142026.01 | 32 | 33.2 | 33.84 | 37.22 | 33.38 | 43.68 | 39.28 | 53.62 | 45.62 | 53.42 | 66.34 | 39.16 | 37.32 | 55.46 | 49.22 | 43.52 | |
| SubTTABackbone=ViT-L-142026.01 | 32.96 | 35.28 | 36.48 | 35.7 | 34.86 | 44.02 | 41.34 | 53.22 | 47.12 | 55.7 | 65.74 | 46.3 | 35.88 | 55.82 | 47.84 | 44.55 |