Image Classification on Air
53.11AccuracyZS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ZSModel=MLLM, Method=ZS2026.01 | 53.11 | — | |
| FLYPModel=ViT, Method=FLYP2026.01 | 46.28 | — | |
| ChimeraLoRAEvaluation Protocol=Few-shot (Augmented), Shot Count=4 Real + 500 Synthetic2026.02 | 46 | — | |
| MMFTModel=ViT, Method=Ours2026.01 | 45.65 | — | |
| DataDreamEvaluation Protocol=Few-shot (Augmented), Shot Count=4 Real + 500 Synthetic2026.02 | 44.3 | — | |
| LoFTEvaluation Protocol=Few-shot (Augmented), Shot Count=4 Real + 500 Synthetic2026.02 | 41.7 | — | |
| CLIPEvaluation Protocol=Few-shot (Real-only), Shot Count=42026.02 | 41.3 | — | |
| MMFTModel=RN50, Method=Ours2026.01 | 40.09 | — | |
| IsSynthEvaluation Protocol=Few-shot (Augmented), Shot Count=4 Real + 500 Synthetic2026.02 | 39.9 | — | |
| FTModel=ViT, Method=FT2026.01 | 38.93 | — | |
| FLYPModel=RN50, Method=FLYP2026.01 | 38.91 | — | |
| FTModel=RN50, Method=FT2026.01 | 27.57 | — | |
| CLIPEvaluation Protocol=Zero-shot, Shot Count=02026.02 | 24.7 | — | |
| Robust-adapt-Penalty-CTPTBackbone=CLIP-RN502025.03 | 17.01 | 10.85 | |
| TPTBackbone=CLIP-RN502025.03 | 17 | 16.1 | |
| C-TPTBackbone=CLIP-RN502025.03 | 17 | 10.7 | |
| Robust-adapt-SaLs-CTPTBackbone=CLIP-RN502025.03 | 16.83 | 5.6 | |
| O-TPTBackbone=CLIP-RN502025.03 | 16.77 | 8.18 | |
| Robust-adapt-ZS-CTPTBackbone=CLIP-RN502025.03 | 16.71 | 7.21 | |
| Zero ShotBackbone=CLIP-RN502025.03 | 15.6 | 6.45 | |
| ZSModel=ViT, Method=ZS2026.01 | 13.68 | — | |
| ZSModel=RN50, Method=ZS2026.01 | 12.75 | — |