Image Classification on ImageNet (Accuracy, ECE, AECE)
84.7AccLM4CV
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LM4CVBackbone=CLIP ViT-L/142025.11 | 84.7 | — | — | 61.1 | |
| PS-CBMBackbone=CLIP ViT-L/142025.11 | 84.5 | — | — | 62.3 | |
| Linear ProbeBackbone=CLIP ViT-L/142025.11 | 84.3 | — | — | — | |
| V2C-CBMBackbone=CLIP ViT-L/142025.11 | 84.3 | — | — | 57.3 | |
| LaBoBackbone=CLIP ViT-L/142025.11 | 84.1 | — | — | 57.1 | |
| VLG-CBMBackbone=CLIP ViT-L/142025.11 | 82.5 | — | — | 59.8 | |
| Res-CBMBackbone=CLIP ViT-L/142025.11 | 80.6 | — | — | 61.6 | |
| LF-CBMBackbone=CLIP ViT-L/142025.11 | 79.8 | — | — | 57.7 | |
| DN-CBMBackbone=CLIP ViT-L/142025.11 | 79.1 | — | — | 56.7 | |
| CALS-HRBackbone=SwinV2-T2022.11 | 77.58 | 3.06 | 2.95 | — | |
| MbLSBackbone=SwinV2-T2022.11 | 77.18 | 1.95 | 1.73 | — | |
| CALS-ALMBackbone=SwinV2-T2022.11 | 77.1 | 1.61 | 1.69 | — | |
| MMCEBackbone=SwinV2-T2022.11 | 76.68 | 9.07 | 9.08 | — | |
| DCBMBackbone=CLIP ViT-L/142025.11 | 76.5 | — | — | 56.7 | |
| CALS-ALMBackbone=ResNet-502022.11 | 76.44 | 1.46 | 1.32 | — | |
| CALS-HRBackbone=ResNet-502022.11 | 76.34 | 5.63 | 5.69 | — | |
| CPCBackbone=SwinV2-T2022.11 | 76.34 | 5.5 | 5.33 | — | |
| CPCBackbone=ResNet-502022.11 | 76.33 | 3.66 | 3.59 | — | |
| LSBackbone=ResNet-502022.11 | 76.04 | 2.57 | 2.88 | — | |
| MbLSBackbone=ResNet-502022.11 | 75.82 | 4.44 | 4.26 | — | |
| ECPBackbone=SwinV2-T2022.11 | 75.82 | 9.88 | 9.86 | — | |
| CEBackbone=SwinV2-T2022.11 | 75.6 | 9.95 | 9.94 | — | |
| FLBackbone=SwinV2-T2022.11 | 75.6 | 3.19 | 3.18 | — | |
| TPTBackbone=ViT-L/142026.01 | 75.6 | 14.8 | — | — | |
| LSBackbone=SwinV2-T2022.11 | 75.42 | 7.32 | 7.33 | — | |
| ECPBackbone=ResNet-502022.11 | 75.22 | 8.27 | 8.26 | — | |
| CEBackbone=ResNet-502022.11 | 75.16 | 9.19 | 9.18 | — | |
| C-TPTBackbone=ViT-L/142026.01 | 75 | 10.5 | — | — | |
| MMCEBackbone=ResNet-502022.11 | 74.85 | 8.57 | 8.56 | — | |
| FLSDBackbone=SwinV2-T2022.11 | 74.7 | 2.44 | 2.37 | — | |
| SoCBackbone=ViT-L/142026.01 | 74.5 | 7.2 | — | — | |
| PS-CBMBackbone=CLIP RN502025.11 | 74 | — | — | 54.6 | |
| FLSDBackbone=ResNet-502022.11 | 73.97 | 2.08 | 2.06 | — | |
| FLBackbone=ResNet-502022.11 | 73.87 | 1.6 | 1.65 | — | |
| Zero-ShotBackbone=ViT-L/142026.01 | 73.5 | 2.9 | — | — | |
| O-TPTBackbone=ViT-L/142026.01 | 73.2 | 5.5 | — | — | |
| DN-CBMBackbone=CLIP RN502025.11 | 73.1 | — | — | 52 | |
| V2C-CBMBackbone=CLIP RN502025.11 | 73 | — | — | 49.6 | |
| Linear ProbeBackbone=CLIP RN502025.11 | 72.6 | — | — | — | |
| LaBoBackbone=CLIP RN502025.11 | 72.1 | — | — | 49 | |
| LM4CVBackbone=CLIP RN502025.11 | 69.6 | — | — | 50.2 | |
| Res-CBMBackbone=CLIP RN502025.11 | 68.3 | — | — | 52.2 | |
| LF-CBMBackbone=CLIP RN502025.11 | 67.5 | — | — | 48.8 | |
| VLG-CBMBackbone=CLIP RN502025.11 | 65.7 | — | — | 47.6 | |
| DCBMBackbone=CLIP RN502025.11 | 57 | — | — | 42.3 |