Image Classification on ImageNet-Sketch (Target)
50.3AccuracyTAC
Evaluation Results
| Method | Links | |
|---|---|---|
| TAC2026.03 | 50.3 | |
| VaMP2025.11 | 49.69 | |
| PromptSRC2025.11 | 49.55 | |
| PromptSRC2026.03 | 49.55 | |
| DeAR2026.03 | 49.5 | |
| RPOLearnable=true, shots=16 per class2023.08 | 49.27 | |
| FARL2025.12 | 49.23 | |
| MMRL2025.11 | 49.17 | |
| MMRL2026.03 | 49.17 | |
| MaPLe2025.11 | 49.15 | |
| MaPLe2025.12 | 49.15 | |
| MaPLe2026.03 | 49.15 | |
| MMA2025.11 | 49.13 | |
| MMA2025.12 | 49.13 | |
| CoCoOpLearnable=true, Number of training images per class=162022.03 | 48.75 | |
| CoCoOpLearnable=true, shots=16 per class2023.08 | 48.75 | |
| CoOpOp2025.11 | 48.75 | |
| CoOp2025.12 | 48.75 | |
| MMRL2025.12 | 48.7 | |
| CoOpLearnable=true, Number of training images per class=162022.03 | 47.99 | |
| CoOpLearnable=true, shots=16 per class2023.08 | 47.99 | |
| CoOp2025.11 | 47.99 | |
| CoOp2026.03 | 47.99 | |
| CLIPLearnable=false2022.03 | 46.15 | |
| CLIPLearnable=false2023.08 | 46.15 | |
| CLIP2025.11 | 46.15 | |
| CLIP2025.12 | 46.15 | |
| T-DHATraining Type=Training-free2025.12 | 37.92 | |
| APETraining Type=Training-free2025.12 | 36.61 | |
| Tip-AdapterTraining Type=Training-free2025.12 | 35.9 | |
| CALIPTraining Type=Zero-shot2025.12 | 35.61 | |
| CLIPTraining Type=Zero-shot2025.12 | 35.44 | |
| NOAHShots per category=162022.06 | 24.8 | |
| LoRAShots per category=162022.06 | 20 | |
| VPTShots per category=162022.06 | 18.3 | |
| AdapterShots per category=162022.06 | 16.4 |