Image Classification on ImageNet-A Target
51.8AccuracyDeAR
Evaluation results
| Method | Links | |
|---|---|---|
| DeAR2026.03 | 51.8 | |
| TAC2026.03 | 51.73 | |
| MMRL2026.03 | 51.2 | |
| MaPLe2026.03 | 50.9 | |
| PromptSRC2026.03 | 50.9 | |
| MaPLe + CAKI2026.05 | 50.8 | |
| CoCoOpLearnable=true, Number of training images per class=162022.03 | 50.63 | |
| CoCoOpLearnable=true, shots=16 per class2023.08 | 50.63 | |
| CoCoOp2026.05 | 50.6 | |
| MaPLere-implemented=true2026.05 | 50.6 | |
| PromptSRCre-implemented=true2026.05 | 50.3 | |
| PromptSRC + CAKI2026.05 | 50.3 | |
| RPOLearnable=true, shots=16 per class2023.08 | 50.13 | |
| CoOpLearnable=true, Number of training images per class=162022.03 | 49.71 | |
| CoOpLearnable=true, shots=16 per class2023.08 | 49.71 | |
| CoOp2026.03 | 49.71 | |
| CoOp2026.05 | 49.7 | |
| CLIPLearnable=false2022.03 | 47.77 | |
| CLIPLearnable=false2023.08 | 47.77 | |
| NOAHShots per category=162022.06 | 11.9 | |
| LoRAShots per category=162022.06 | 6.9 | |
| AdapterShots per category=162022.06 | 5.5 | |
| VPTShots per category=162022.06 | 4.6 |