Few-shot Image Classification on DomainNet Clipart
94.83AccuracyFD-Align
Evaluation results
| Method | Links | |
|---|---|---|
| FD-AlignNumber of ways=5, Number of shots=52023.10 | 94.83 | |
| WiSE-FTNumber of ways=5, Number of shots=52023.10 | 94.06 | |
| CLIPNumber of ways=5, Number of shots=52023.10 | 92.52 | |
| FD-AlignNumber of ways=5, Number of shots=12023.10 | 85.86 | |
| WiSE-FTNumber of ways=5, Number of shots=12023.10 | 81.55 | |
| CLIPNumber of ways=5, Number of shots=12023.10 | 75.14 | |
| SABackbone=ViT-Large, Shot-count=5-shot2025.03 | 65.03 | |
| Split LearningBackbone=ViT-Large, Shot-count=5-shot2025.03 | 63.95 | |
| Linear ProbingBackbone=ViT-Large, Shot-count=5-shot2025.03 | 63.84 | |
| Split LearningBackbone=ViT-Large, Shot-count=3-shot2025.03 | 58.14 | |
| Linear ProbingBackbone=ViT-Large, Shot-count=3-shot2025.03 | 57.26 | |
| Fine TuningBackbone=ViT-Large, Shot-count=5-shot2025.03 | 56.5 | |
| Offsite TuningBackbone=ViT-Large, Shot-count=5-shot2025.03 | 56.43 | |
| SABackbone=ViT-Large, Shot-count=3-shot2025.03 | 56.26 | |
| Offsite TuningBackbone=ViT-Large, Shot-count=3-shot2025.03 | 40.56 | |
| Fine TuningBackbone=ViT-Large, Shot-count=3-shot2025.03 | 36.95 | |
| LN-TUNEBackbone=ViT-Large, Shot-count=5-shot2025.03 | 13.43 | |
| LN-TUNEBackbone=ViT-Large, Shot-count=3-shot2025.03 | 6.97 |