Image Classification on DTD (Clean Accuracy)
41.17Clean AccuracyCLIP
Evaluation results
| Method | Links | |
|---|---|---|
| CLIPBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.03 | 41.17 | |
| CLIPYear=20212026.04 | 40.05 | |
| OursModel Configuration=1 tree2026.04 | 38.25 | |
| AoSYear=20252026.04 | 38.06 | |
| OursModel Configuration=5 trees2026.04 | 37.68 | |
| FAREYear=20242026.04 | 36.23 | |
| GLADIATORBackbone=ViT-B/32, Evaluation Protocol=Zero-shot, Training Strategy=Adversarially fine-tuned2026.03 | 35.59 | |
| PMG-AFTBackbone=ViT-B/32, Evaluation Protocol=Zero-shot, Training Strategy=Adversarially fine-tuned2026.03 | 35.42 | |
| TeCoABackbone=ViT-B/32, Evaluation Protocol=Zero-shot, Training Strategy=Adversarially fine-tuned2026.03 | 34.68 | |
| AGFTBackbone=ViT-B/32, Evaluation Protocol=Zero-shot, Training Strategy=Adversarially fine-tuned2026.03 | 33.4 | |
| PMG-FTYear=20242026.04 | 33.09 | |
| TGA-ZSRBackbone=ViT-B/32, Evaluation Protocol=Zero-shot, Training Strategy=Adversarially fine-tuned2026.03 | 31.7 | |
| TeCoAYear=20232026.04 | 31.7 |