Image Classification on ImageNet and OOD variants 1.0 (test)
62.4ImageNet-A AccuracyCoOp + Ours
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| CoOp + OursPrompt learning protocol=CoOp, Test-time prompt tuning=Dual-Modality Anchor-Guided Filtering2026.04 | 62.4 | 74.03 | 67.5 | 81.02 | 52.58 | 67.51 | 65.88 | |
| MaPLe + DynaPromptPrompt learning protocol=MaPLe, Test-time prompt tuning=DynaPrompt2026.04 | 60.72 | 72.71 | 66.34 | 79.57 | 50.25 | 65.92 | 64.22 | |
| CoOp + DynaPromptPrompt learning protocol=CoOp, Test-time prompt tuning=DynaPrompt2026.04 | 60.55 | 74.08 | 67.25 | 79.15 | 50.28 | 66.26 | 64.31 | |
| OursTest-time prompt tuning=Dual-Modality Anchor-Guided Filtering2026.04 | 59.65 | 72.21 | 65.35 | 80.25 | 51.24 | 65.74 | 64.12 | |
| MaPLe + OursPrompt learning protocol=MaPLe, Test-time prompt tuning=Dual-Modality Anchor-Guided Filtering2026.04 | 59.65 | 72.31 | 66.84 | 80.5 | 52.11 | 66.28 | 64.78 | |
| MaPLe + PromptAlignPrompt learning protocol=MaPLe, Test-time prompt tuning=PromptAlign2026.04 | 59.37 | — | 65.29 | 79.33 | 50.23 | — | 63.56 | |
| MaPLe + TPTPrompt learning protocol=MaPLe, Test-time prompt tuning=TPT2026.04 | 58.08 | 71.87 | 64.87 | 78.12 | 48.16 | 64.22 | 62.31 | |
| CoOp + TPTPrompt learning protocol=CoOp, Test-time prompt tuning=TPT2026.04 | 57.95 | 73.61 | 66.83 | 77.27 | 49.29 | 64.99 | 62.84 | |
| DynaPromptTest-time prompt tuning=DynaPrompt2026.04 | 56.17 | 69.61 | 64.67 | 78.17 | 48.22 | 63.37 | 61.81 | |
| DiffTPTTest-time prompt tuning=DiffTPT2026.04 | 55.68 | 70.3 | 65.1 | 75 | 46.8 | 62.26 | 60.65 | |
| TPTTest-time prompt tuning=TPT2026.04 | 54.77 | 68.98 | 63.45 | 77.06 | 47.06 | 62.06 | 60.81 | |
| C-TPTTest-time prompt tuning=C-TPT2026.04 | 52.9 | 69.3 | 63.4 | 78 | 48.5 | 62.42 | 60.7 | |
| CoCoOpPrompt learning protocol=CoCoOp, Test-time tuning=false2026.04 | 50.63 | 71.02 | 64.47 | 76.18 | 48.75 | 62.13 | 59.91 | |
| Any-shift PromptPrompt learning protocol=Any-shift Prompt, Test-time tuning=false2026.04 | 49.8 | — | 64.53 | 77.56 | 51.52 | — | 60.85 | |
| CoOpPrompt learning protocol=CoOp, Test-time tuning=false2026.04 | 49.71 | 71.51 | 64.2 | 75.21 | 47.99 | 61.72 | 59.28 | |
| CoPromptPrompt learning protocol=CoPrompt, Test-time tuning=false2026.04 | 49.43 | 70.8 | 64.25 | 77.51 | 50.5 | 62.5 | 60.42 | |
| MaPLePrompt learning protocol=MaPLe, Test-time tuning=false2026.04 | 49.15 | 70.72 | 64.07 | 76.98 | 50.9 | 62.36 | 60.28 | |
| CLIP-ViT-B/16Backbone=ViT-B/162026.04 | 47.87 | 66.73 | 60.86 | 73.98 | 46.09 | 59.11 | 57.2 |