Image Classification on ImageNet OOD Variants (-V2, -Sketch, -A, -R)
66.43Acc (V2)GAPL
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GAPLBackbone=CLIP ViT-B/16, Training Shots=16 shots2026.04 | 66.43 | 50.13 | 50.43 | 77.5 | 61.12 | 72.9 | |
| TaskRes2026.02 | 65.85 | 47.7 | 49.17 | 75.23 | 59.49 | 73.9 | |
| RPO2024.04 | 65.13 | 49.27 | 50.13 | 76.57 | 60.28 | — | |
| RPO2026.02 | 65.13 | 49.27 | 50.13 | 76.57 | 60.27 | 71.67 | |
| UNIGRAMextra_data=employs a large scale of extra datasets to pre-train2024.04 | 64.81 | 49.54 | 51.51 | 77.34 | 60.8 | — | |
| ProGrad2026.02 | 64.73 | 47.61 | 49.39 | 74.58 | 59.07 | 72.24 | |
| MMRL++Evaluation=Zero-shot evaluation, Setting=Default setting2026.05 | 64.67 | 49.3 | 51 | 77.43 | 60.6 | — | |
| TCPBackbone=CLIP ViT-B/16, Training Shots=16 shots2026.04 | 64.6 | 49.5 | 51.2 | 76.73 | 60.51 | 71.2 | |
| MMRLBackbone=CLIP ViT-B/16, Training Shots=16 shots2026.04 | 64.47 | 49.17 | 51.2 | 77.53 | 60.6 | 72.03 | |
| MMRLEvaluation=Zero-shot evaluation, Setting=Default setting2026.05 | 64.47 | 49.17 | 51.2 | 77.53 | 60.59 | — | |
| ProMetaR2024.04 | 64.39 | 49.55 | 51.25 | 77.89 | 60.77 | — | |
| PromptSRC2024.04 | 64.35 | 49.55 | 50.9 | 77.8 | 60.65 | — | |
| PromptSRCBackbone=CLIP ViT-B/16, Training Shots=16 shots2026.04 | 64.35 | 49.55 | 50.9 | 77.8 | 60.65 | 71.27 | |
| PromptSRCEvaluation=Zero-shot evaluation, Setting=Default setting2026.05 | 64.35 | 49.55 | 50.9 | 77.8 | 60.65 | — | |
| UPT2026.02 | 64.35 | 48.66 | 50.66 | 76.24 | 59.98 | 72.63 | |
| MMABackbone=CLIP ViT-B/16, Training Shots=16 shots2026.04 | 64.33 | 49.13 | 51.12 | 77.32 | 60.48 | 71 | |
| HiCroPLBackbone=CLIP ViT-B/16, Training Shots=16 shots2026.04 | 64.33 | 49.47 | 50.79 | 77.15 | 60.44 | 71.22 | |
| MMAEvaluation=Zero-shot evaluation, Setting=Default setting2026.05 | 64.33 | 49.13 | 51.12 | 77.32 | 60.48 | — | |
| MMA2026.02 | 64.33 | 49.13 | 51.12 | 77.32 | 60.48 | 71 | |
| MMLoP2026.02 | 64.3 | 49.07 | 50.83 | 77.63 | 60.46 | 71 | |
| CoPromptBackbone=CLIP ViT-B/16, Training Shots=16 shots2026.04 | 64.25 | 49.43 | 50.5 | 77.51 | 60.42 | 70.8 | |
| CoPrompt2026.02 | 64.25 | 49.43 | 50.5 | 77.51 | 60.42 | 70.8 | |
| CoOp2024.04 | 64.2 | 47.99 | 49.71 | 75.21 | 59.28 | — | |
| CoOpBackbone=CLIP ViT-B/16, Training Shots=16 shots2026.04 | 64.2 | 47.99 | 49.71 | 75.21 | 59.28 | 71.51 | |
| CoOpEvaluation=Zero-shot evaluation, Setting=Default setting2026.05 | 64.2 | 47.99 | 49.71 | 75.21 | 59.28 | — | |
| CoOp2026.02 | 64.2 | 47.99 | 49.71 | 75.21 | 59.28 | 71.51 | |
| KgCoOpBackbone=CLIP ViT-B/16, Training Shots=16 shots2026.04 | 64.1 | 48.97 | 50.69 | 76.7 | 60.12 | 70.66 | |
| KgCoOpEvaluation=Zero-shot evaluation, Setting=Default setting2026.05 | 64.1 | 48.97 | 50.69 | 76.7 | 60.12 | — | |
| KgCoOp2026.02 | 64.1 | 48.97 | 50.69 | 76.7 | 60.11 | 71.2 | |
| CoCoOp2024.04 | 64.07 | 48.75 | 50.63 | 76.18 | 59.91 | — | |
| MaPLe2024.04 | 64.07 | 49.15 | 50.9 | 76.98 | 60.27 | — | |
| CoCoOpBackbone=CLIP ViT-B/16, Training Shots=16 shots2026.04 | 64.07 | 48.75 | 50.63 | 76.18 | 59.91 | 71.02 | |
| MaPLeBackbone=CLIP ViT-B/16, Training Shots=16 shots2026.04 | 64.07 | 49.15 | 50.9 | 76.98 | 60.27 | 70.72 | |
| CoCoOpEvaluation=Zero-shot evaluation, Setting=Default setting2026.05 | 64.07 | 48.75 | 50.63 | 76.18 | 59.91 | — | |
| MaPLeEvaluation=Zero-shot evaluation, Setting=Default setting2026.05 | 64.07 | 49.15 | 50.9 | 76.98 | 60.28 | — | |
| CoCoOp2026.02 | 64.07 | 48.75 | 50.63 | 76.18 | 59.91 | 71.02 | |
| MaPLe2026.02 | 64.07 | 49.15 | 50.9 | 76.98 | 60.28 | 70.72 | |
| PERLEvaluation=Zero-shot evaluation, Setting=Default setting2026.05 | 63.68 | 48.75 | 50.28 | 77.08 | 59.95 | — | |
| MMRL + MetaTPTBackbone=ViT-B/322025.12 | 61.31 | 45.63 | 38.65 | 72.54 | 54.53 | — | |
| CLIP2024.04 | 60.83 | 46.15 | 47.77 | 73.96 | 57.18 | — | |
| CLIPEvaluation=Zero-shot evaluation, Setting=Default setting2026.05 | 60.83 | 46.15 | 47.77 | 73.96 | 57.18 | — | |
| CLIP2026.02 | 60.83 | 46.15 | 47.77 | 73.96 | 57.18 | 66.73 | |
| PromptAlignBackbone=ViT-B/322025.12 | 60.43 | 44.24 | 38.02 | 71.44 | 53.53 | — | |
| MaPLe + TPTBackbone=ViT-B/322025.12 | 60.01 | 43.77 | 37.52 | 71.11 | 53.1 | — | |
| MMRLBackbone=ViT-B/322025.12 | 58.22 | 42.59 | 32.09 | 68.26 | 50.29 | — | |
| MaPLeBackbone=ViT-B/322025.12 | 57.63 | 42.15 | 32.12 | 67.64 | 49.89 | — |