Image Classification on ImageNet V2 (Target)
66.1AccuracyNOAH
Evaluation Results
| Method | Links | |
|---|---|---|
| NOAHShots per category=162022.06 | 66.1 | |
| TAC2026.03 | 65.97 | |
| MMRL2025.12 | 65.43 | |
| RPOLearnable=true, shots=16 per class2023.08 | 65.13 | |
| VaMP2025.11 | 64.96 | |
| DeAR2026.03 | 64.87 | |
| FARL2025.12 | 64.83 | |
| MMRL++2025.05 | 64.67 | |
| MMRL2025.05 | 64.47 | |
| MMRL2025.11 | 64.47 | |
| MMRL2026.03 | 64.47 | |
| PromptSRC2025.05 | 64.35 | |
| PromptSRC2025.11 | 64.35 | |
| PromptSRC2026.03 | 64.35 | |
| MMA2025.05 | 64.33 | |
| MMA2025.11 | 64.33 | |
| MMA2025.12 | 64.33 | |
| CoOpLearnable=true, Number of training images per class=162022.03 | 64.2 | |
| CoOp2022.10 | 64.2 | |
| CoOpLearnable=true, shots=16 per class2023.08 | 64.2 | |
| CoOp2025.05 | 64.2 | |
| CoOp2025.11 | 64.2 | |
| CoOp2026.03 | 64.2 | |
| CoCoOpLearnable=true, Number of training images per class=162022.03 | 64.07 | |
| Co-CoOp2022.10 | 64.07 | |
| MaPLe2022.10 | 64.07 | |
| CoCoOpLearnable=true, shots=16 per class2023.08 | 64.07 | |
| Co-CoOp2025.05 | 64.07 | |
| MaPLe2025.05 | 64.07 | |
| CoOpOp2025.11 | 64.07 | |
| MaPLe2025.11 | 64.07 | |
| CoOp2025.12 | 64.07 | |
| MaPLe2025.12 | 64.07 | |
| MaPLe2026.03 | 64.07 | |
| CLIPLearnable=false2022.03 | 60.83 | |
| CLIP2022.10 | 60.83 | |
| CLIPLearnable=false2023.08 | 60.83 | |
| CLIP2025.05 | 60.83 | |
| CLIP2025.11 | 60.83 | |
| CLIP2025.12 | 60.83 | |
| LoRAShots per category=162022.06 | 59.3 | |
| AdapterShots per category=162022.06 | 59.1 | |
| VPTShots per category=162022.06 | 58 | |
| T-DHATraining Type=Training-free2025.12 | 57.11 | |
| APETraining Type=Training-free2025.12 | 55.94 | |
| Tip-AdapterTraining Type=Training-free2025.12 | 54.6 | |
| CALIPTraining Type=Zero-shot2025.12 | 53.7 | |
| CLIPTraining Type=Zero-shot2025.12 | 53.27 |