Image Classification on Cross-Dataset Benchmark ViT-B/16 backbone (test)
28.95Aircraft AccuracyDPE
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DPEBackbone=ViT-B/16, Training-free=false2025.07 | 28.95 | 94.81 | 55.79 | 75.07 | 91.14 | 70.07 | 70.44 | 67.31 | 54.2 | 86.17 | 69.4 | |
| BCABackbone=ViT-B/16, Training-free=true2025.07 | 28.59 | 94.69 | 56.63 | 73.12 | 90.43 | 68.41 | 67.59 | 66.86 | 53.49 | 85.97 | 68.59 | |
| MS-TTABackbone=ViT-B/16, Training-free=true2025.07 | 27.78 | 95.01 | 65.21 | 73.2 | 90.11 | 68.42 | 72.38 | 69.49 | 45.86 | 87.38 | 69.48 | |
| BoostAdapterBackbone=ViT-B/16, Training-free=true2025.07 | 27.45 | 94.77 | 61.22 | 71.66 | 89.51 | 68.09 | 71.93 | 69.3 | 45.69 | 87.17 | 68.68 | |
| HisTPTBackbone=ViT-B/16, Training-free=false2025.07 | 26.9 | 94.5 | 49.7 | 71.2 | 89.1 | 67.2 | 70.1 | 69.2 | 48.9 | 89.3 | 67.61 | |
| DiffTPTBackbone=ViT-B/16, Training-free=false2025.07 | 25.6 | 92.49 | 43.13 | 70.1 | 88.22 | 65.74 | 62.67 | 67.01 | 47 | 87.23 | 64.92 | |
| MTABackbone=ViT-B/16, Training-free=false2025.07 | 25.32 | 94.13 | 38.71 | 68.26 | 88.22 | 64.98 | 68.11 | 68.05 | 45.59 | 84.95 | 64.63 | |
| MTA+EnsembleBackbone=ViT-B/16, Training-free=false2025.07 | 25.2 | 94.21 | 45.36 | 68.06 | 88.24 | 66.67 | 68.69 | 68.47 | 45.9 | 85 | 65.58 | |
| TPTBackbone=ViT-B/16, Training-free=false2025.07 | 24.78 | 94.16 | 42.44 | 68.98 | 87.79 | 65.5 | 68.04 | 66.87 | 47.75 | 84.67 | 65.1 | |
| TDABackbone=ViT-B/16, Training-free=true2025.07 | 23.91 | 94.24 | 58 | 71.42 | 88.63 | 67.62 | 70.66 | 67.28 | 47.4 | 86.14 | 67.53 | |
| CLIPBackbone=ViT-B/16, Training-free=false2025.07 | 23.22 | 93.55 | 50.42 | 66.99 | 86.92 | 65.63 | 65.16 | 66.11 | 45.04 | 82.86 | 64.59 | |
| CoCoOpBackbone=ViT-B/16, Training-free=false2025.07 | 22.29 | 93.79 | 39.23 | 70.85 | 90.46 | 66.89 | 68.44 | 64.9 | 45.45 | 83.97 | 64.63 | |
| CoOpBackbone=ViT-B/16, Training-free=false2025.07 | 18.47 | 93.7 | 46.39 | 68.71 | 89.14 | 64.15 | 66.55 | 64.51 | 41.92 | 85.3 | 63.88 |