Image Classification on ImageNet-Sketch original (val)
59.61Top-1 AccZERO
Evaluation Results
| Method | Links | |
|---|---|---|
| ZEROBackbone=CLIP-ViT-B-16 + CLIP-ViT-L-142024.05 | 59.61 | |
| Zero-ShotBackbone=CLIP-ViT-B-16 + CLIP-ViT-L-142024.05 | 57.84 | |
| RLCFBackbone=CLIP-ViT-B-16 + CLIP-ViT-L-14, Tuning=full image encoder tuning (Theta_i), Adaptation steps (t)=32024.05 | 57.1 | |
| RLCFBackbone=CLIP-ViT-B-16 + CLIP-ViT-L-14, Tuning=prompt tuning (Theta_etx), Adaptation steps (t)=12024.05 | 54.74 | |
| ZEROBackbone=MaPLe2024.05 | 51.07 | |
| ZEROBackbone=CLIP-ViT-B-16, Ensemble variant=true2024.05 | 50.59 | |
| PromptAlignBackbone=MaPLe2024.05 | 50.23 | |
| Zero-ShotBackbone=MaPLe2024.05 | 49.15 | |
| ZEROBackbone=CLIP-ViT-B-162024.05 | 48.4 | |
| EnsembleBackbone=CLIP-ViT-B-162024.05 | 48.24 | |
| TPTBackbone=MaPLe2024.05 | 48.16 | |
| TPTBackbone=CLIP-ViT-B-162024.05 | 47.94 | |
| Zero-ShotBackbone=CLIP-ViT-B-162024.05 | 46.09 |