Image Classification on ImageNet-R Target
78.83AccuracyDeAR
Evaluation Results
| Method | Links | |
|---|---|---|
| DeAR2026.03 | 78.83 | |
| TAC2026.03 | 78.5 | |
| PromptSRC + CAKI2026.05 | 78.5 | |
| PromptSRCre-implemented=true2026.05 | 78.1 | |
| VaMP2025.11 | 78.01 | |
| PromptSRC2025.11 | 77.8 | |
| PromptSRC2026.03 | 77.8 | |
| MaPLe + CAKI2026.05 | 77.6 | |
| MMRL2025.11 | 77.53 | |
| MMRL2026.03 | 77.53 | |
| MMA2025.11 | 77.32 | |
| MMA2025.12 | 77.32 | |
| FARL2025.12 | 77.2 | |
| MaPLere-implemented=true2026.05 | 77.2 | |
| MaPLe2022.10 | 76.98 | |
| MaPLe2025.11 | 76.98 | |
| MaPLe2025.12 | 76.98 | |
| MaPLe2026.03 | 76.98 | |
| MMRL2025.12 | 76.63 | |
| RPOLearnable=true, shots=16 per class2023.08 | 76.57 | |
| CoCoOp2026.05 | 76.2 | |
| CoCoOpLearnable=true, Number of training images per class=162022.03 | 76.18 | |
| Co-CoOp2022.10 | 76.18 | |
| CoCoOpLearnable=true, shots=16 per class2023.08 | 76.18 | |
| CoOpOp2025.11 | 76.18 | |
| CoOp2025.12 | 76.18 | |
| CoOpLearnable=true, Number of training images per class=162022.03 | 75.21 | |
| CoOp2022.10 | 75.21 | |
| CoOpLearnable=true, shots=16 per class2023.08 | 75.21 | |
| CoOp2025.11 | 75.21 | |
| CoOp2026.03 | 75.21 | |
| CoOp2026.05 | 75.2 | |
| CLIPLearnable=false2022.03 | 73.96 | |
| CLIP2022.10 | 73.96 | |
| CLIPLearnable=false2023.08 | 73.96 | |
| CLIP2025.11 | 73.96 | |
| CLIP2025.12 | 73.96 | |
| NOAHShots per category=162022.06 | 0.285 | |
| LoRAShots per category=162022.06 | 0.233 | |
| VPTShots per category=162022.06 | 0.232 | |
| AdapterShots per category=162022.06 | 0.221 |