Image Classification on ImageNet distribution-shift variants (ImageNet-A, -K, -R, -V) (test)
69.67Top-1 Acc (ImageNet)Ours (CL-HP)
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Ours (CL-HP)Variant=Context Learning with Hard Prompt, Test-time adaptation=true2026.02 | 69.67 | — | 62.5 | 48.81 | 78.99 | 64.72 | 64.93 | 63.75 | |
| Ours (CL)Variant=Context Learning, Test-time adaptation=true2026.02 | 69.46 | — | 61.38 | 48.25 | 77.78 | 64.23 | 64.22 | 62.91 | |
| R-TPTTest-time adaptation=true2026.02 | 69.37 | — | 57.72 | 47.75 | 76.93 | 63.98 | 63.15 | 61.6 | |
| ZEROTest-time adaptation=true2026.02 | 69.28 | — | 59.77 | 48.59 | 77.38 | 64.16 | 63.84 | 62.48 | |
| TTLTest-time adaptation=true2026.02 | 69.28 | — | 59 | 48.75 | 77.76 | 64.36 | 63.83 | 62.47 | |
| MTATest-time adaptation=true2026.02 | 69.24 | — | 57.03 | 48.48 | 77 | 63.6 | 63.07 | 61.53 | |
| TPTTest-time adaptation=true2026.02 | 68.94 | — | 54.75 | 47.92 | 77.13 | 63.38 | 62.42 | 60.8 | |
| TPSTest-time adaptation=true2026.02 | 68.83 | — | 58.19 | 48.24 | 76.98 | 63.68 | 63.18 | 61.77 | |
| RLCFTest-time adaptation=true2026.02 | 68.56 | — | 57.39 | 47.98 | 77.08 | 63.02 | 62.81 | 61.37 | |
| C-TPTTest-time adaptation=true2026.02 | 68.52 | — | 51.35 | 47.48 | 75.87 | 62.6 | 61.16 | 59.33 | |
| CLIPZero-shot=true2026.02 | 66.72 | — | 47.8 | 46.15 | 73.99 | 60.84 | 59.1 | 57.2 |