Image Classification on FGVC (test) Multi-Dataset Evaluation
47.61DTD AccuracyUSE
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| USEOptim.=true, Backbone=ViT-B/162026.07 | 47.61 | 68.78 | 94.5 | 24.35 | 87.94 | 68.68 | 67.72 | 43.31 | 65.89 | 84.71 | 65.35 | |
| TPTOptim.=true, Backbone=ViT-B/162026.07 | 47.05 | 68.64 | 94.06 | 23.3 | 87.3 | 68.38 | 66.59 | 42.9 | 65.51 | 84.64 | 64.84 | |
| RLCFOptim.=true, Backbone=ViT-B/162026.07 | 46.69 | 67.54 | 94.56 | 22.25 | 86.74 | 67.46 | 66.66 | 43.4 | 65.11 | 84.18 | 64.46 | |
| SEOptim.=false, Backbone=ViT-B/162026.07 | 46.45 | 66.91 | 94.36 | 25.13 | 87.86 | 67.75 | 67.86 | 44.44 | 65.02 | 84.44 | 65.02 | |
| R-TPTOptim.=true, Backbone=ViT-B/162026.07 | 46.36 | 68.25 | 93.81 | 23.75 | 86.94 | 67.59 | 66.85 | 35.07 | 65.45 | 84.26 | 63.83 | |
| STSOptim.=true, Backbone=ViT-B/162026.07 | 46.19 | 65.89 | 93.57 | 24.77 | 86.64 | 66.89 | 67.14 | 38.35 | 64.88 | 83.04 | 63.74 | |
| MTAOptim.=false, Backbone=ViT-B/162026.07 | 46.07 | 67.34 | 94.2 | 24.65 | 88.05 | 67.76 | 67.61 | 42.33 | 65.26 | 84.4 | 64.77 | |
| TTLOptim.=true, Backbone=ViT-B/162026.07 | 45.86 | 66.26 | 93.75 | 24.45 | 87.16 | 67.06 | 66.47 | 39.26 | 65.17 | 83.9 | 63.93 | |
| TPSOptim.=true, Backbone=ViT-B/162026.07 | 45.66 | 67.32 | 94 | 24.71 | 87.5 | 67.37 | 67.69 | 42.6 | 64.64 | 84.45 | 64.59 | |
| ZEROOptim.=false, Backbone=ViT-B/162026.07 | 45.36 | 66.91 | 93.87 | 24.72 | 87.33 | 66.6 | 67.27 | 37.19 | 65.51 | 83.8 | 63.86 | |
| C-TPTOptim.=true, Backbone=ViT-B/162026.07 | 45.09 | 69.65 | 93.69 | 24.05 | 88.2 | 65.03 | 65.81 | 42.44 | 64.46 | 83.14 | 64.16 | |
| CLIPOptim.=false, Backbone=ViT-B/162026.07 | 44.33 | 67.32 | 93.95 | 23.85 | 88.2 | 65.19 | 65.56 | 42.05 | 62.58 | 83.66 | 63.67 |