Image Classification on ImageNet A, V, R, S (val)
72.25ImageNet AccuracyDMN
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DMNProtocol=Online, BP-free=false, Backbone=CLIP ViT-B/162025.08 | 72.25 | 58.28 | 65.17 | 78.55 | 53.2 | 63.8 | 65.49 | |
| DPEProtocol=Online, BP-free=false, Backbone=CLIP ViT-B/162025.08 | 71.91 | 59.63 | 65.44 | 80.4 | 52.26 | 64.43 | 65.93 | |
| ADAPTProtocol=Transductive, BP-free=true, Backbone=CLIP ViT-B/162025.08 | 71.56 | 63.77 | 65.59 | 80.64 | 53.87 | 65.97 | 67.09 | |
| AWTProtocol=Online, BP-free=true, Backbone=CLIP ViT-B/162025.08 | 71.32 | 60.33 | 65.15 | 80.64 | 51.6 | 64.43 | 65.81 | |
| ADAPTProtocol=Online, BP-free=true, Backbone=CLIP ViT-B/162025.08 | 70.91 | 63.32 | 64.64 | 80.66 | 53.13 | 65.44 | 66.53 | |
| FrolicProtocol=Transductive, BP-free=true, Backbone=CLIP ViT-B/162025.08 | 70.9 | 60.4 | 64.7 | 80.7 | 53.3 | 64.78 | 66 | |
| Tip-AdapterProtocol=Online, BP-free=false, Backbone=CLIP ViT-B/162025.08 | 70.75 | 51.04 | 63.41 | 77.76 | 48.88 | 60.27 | 62.37 | |
| DotaProtocol=Online, BP-free=true, Backbone=CLIP ViT-B/162025.08 | 70.68 | 61.19 | 64.41 | 81.17 | 51.33 | 64.53 | 65.76 | |
| RA-TTAProtocol=Online, BP-free=true, Backbone=CLIP ViT-B/162025.08 | 70.58 | 59.21 | 64.16 | 79.68 | 50.83 | 63.47 | 64.89 | |
| TPSProtocol=Online, BP-free=false, Backbone=CLIP ViT-B/162025.08 | 70.38 | 59.21 | 63.8 | 77.49 | 49.57 | 62.52 | 64.09 | |
| DiffTPTProtocol=Online, BP-free=false, Backbone=CLIP ViT-B/162025.08 | 70.3 | 55.68 | 65.1 | 75 | 46.8 | 60.65 | 62.58 | |
| TransCLIPProtocol=Transductive, BP-free=true, Backbone=CLIP ViT-B/162025.08 | 70.3 | 49.5 | 62.3 | 75 | 49.7 | 59.13 | 61.36 | |
| BCAProtocol=Online, BP-free=true, Backbone=CLIP ViT-B/162025.08 | 70.22 | 61.14 | 64.9 | 80.72 | 50.87 | 64.41 | 65.57 | |
| MTAProtocol=Online, BP-free=true, Backbone=CLIP ViT-B/162025.08 | 70.08 | 58.06 | 64.24 | 78.33 | 49.61 | 62.56 | 64.06 | |
| DynaPromptProtocol=Online, BP-free=false, Backbone=CLIP ViT-B/162025.08 | 69.61 | 56.17 | 64.67 | 78.17 | 48.22 | 61.81 | 63.37 | |
| B2 TPTProtocol=Online, BP-free=false, Backbone=CLIP ViT-B/162025.08 | 69.57 | 55.26 | 65.4 | 78.64 | 49.53 | 62.21 | 63.68 | |
| TDAProtocol=Online, BP-free=true, Backbone=CLIP ViT-B/162025.08 | 69.51 | 60.11 | 64.67 | 80.24 | 50.54 | 63.89 | 65.01 | |
| ZEROProtocol=Online, BP-free=true, Backbone=CLIP ViT-B/162025.08 | 69.31 | 59.61 | 64.16 | 77.22 | 48.4 | 62.35 | 63.74 | |
| TPTProtocol=Online, BP-free=false, Backbone=CLIP ViT-B/162025.08 | 68.98 | 54.77 | 63.45 | 77.06 | 47.97 | 60.81 | 62.45 | |
| TCAProtocol=Online, BP-free=true, Backbone=CLIP ViT-B/162025.08 | 68.88 | 50.13 | 62.1 | 77.11 | 48.95 | 59.57 | 61.43 | |
| C-TPTProtocol=Online, BP-free=false, Backbone=CLIP ViT-B/162025.08 | 68.5 | 51.6 | 62.7 | 76 | 47.9 | 59.55 | 61.34 | |
| CLIPProtocol=Online, Backbone=CLIP ViT-B/162025.08 | 66.74 | 47.79 | 60.89 | 73.99 | 46.12 | 57.2 | 59.11 | |
| TIMOProtocol=Transductive, BP-free=true, Backbone=CLIP ViT-B/162025.08 | 64.63 | 22.06 | 56.4 | 58.47 | 35.96 | 43.22 | 47.5 | |
| GDA-CLIPProtocol=Transductive, BP-free=true, Backbone=CLIP ViT-B/162025.08 | 64.13 | 19.72 | 55.67 | 55.3 | 34.32 | 41.25 | 45.83 | |
| DMNBackbone=CLIP-RN50, Protocol=Online, BP-free=false2025.08 | 63.87 | 28.57 | 56.12 | 61.44 | 39.84 | 46.49 | 49.97 | |
| DPEBackbone=CLIP-RN50, Protocol=Online, BP-free=false2025.08 | 63.41 | 30.15 | 56.72 | 63.72 | 40.03 | 47.66 | 50.81 | |
| ADAPTBackbone=CLIP-RN50, Protocol=Transductive, BP-free=true2025.08 | 62.94 | 33.72 | 56.57 | 63.11 | 41.19 | 48.65 | 51.51 | |
| TPSBackbone=CLIP-RN50, Protocol=Online, BP-free=false2025.08 | 62.27 | 29.8 | 60.04 | 55.49 | 35.74 | 45.27 | 48.67 | |
| ADAPTBackbone=CLIP-RN50, Protocol=Online, BP-free=true2025.08 | 62.16 | 33.08 | 55.97 | 62.69 | 40.21 | 47.99 | 50.82 | |
| DotaBackbone=CLIP-RN50, Protocol=Online, BP-free=true2025.08 | 61.82 | 30.81 | 55.27 | 62.81 | 37.52 | 46.6 | 49.65 | |
| BCABackbone=CLIP-RN50, Protocol=Online, BP-free=true2025.08 | 61.81 | 30.35 | 56.58 | 62.89 | 38.04 | 46.97 | 49.93 | |
| DynaPromptBackbone=CLIP-RN50, Protocol=Online, BP-free=false2025.08 | 61.56 | 27.84 | 55.12 | 60.63 | 35.64 | 44.81 | 48.16 | |
| TDABackbone=CLIP-RN50, Protocol=Online, BP-free=true2025.08 | 61.35 | 30.29 | 55.54 | 62.58 | 38.12 | 46.63 | 49.58 | |
| DiffTPTBackbone=CLIP-RN50, Protocol=Online, BP-free=false2025.08 | 60.8 | 31.06 | 55.8 | 58.8 | 37.1 | 45.69 | 48.71 | |
| TPTBackbone=CLIP-RN50, Protocol=Online, BP-free=false2025.08 | 60.74 | 26.67 | 54.7 | 59.11 | 35.09 | 43.89 | 47.26 | |
| C-TPTBackbone=CLIP-RN50, Protocol=Online, BP-free=false2025.08 | 60.2 | 23.4 | 54.7 | 58 | 35.1 | 42.8 | 46.28 | |
| CLIPBackbone=CLIP-RN50, Protocol=Online2025.08 | 58.16 | 21.83 | 51.41 | 56.15 | 33.37 | 40.69 | 44.18 | |
| TransCLIPBackbone=CLIP-RN50, Protocol=Transductive, BP-free=true2025.08 | 58 | 21.93 | 51.54 | 35.15 | 52.79 | 40.35 | 43.88 |