Image Classification on 11 natural domain datasets average
78.18Top-4 AccuracyCLIP-SVD
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CLIP-SVD2025.09 | 78.18 | 73.2 | 76.06 | 80.55 | 82.97 | |
| CLIP-LoRArank=22025.09 | 77.32 | 72.2 | 75.41 | 80.1 | 82.89 | |
| CLIP-LoRArank=12025.09 | 77.28 | 72.16 | 75.29 | 80.02 | 82.83 | |
| GDA2025.09 | 76.24 | 69.39 | 73.09 | 79.71 | 81.7 | |
| ProKeR2025.09 | 76.23 | 71.32 | 73.74 | 79.84 | 82.01 | |
| TCP2025.09 | 76.07 | 70.63 | 73.59 | 78.39 | 80.98 | |
| LP++2025.09 | 75.77 | 70.35 | 72.93 | 77.94 | 80.32 | |
| Tip-Adapter-F2025.09 | 75.75 | 70.62 | 73.08 | 78.51 | 81.15 | |
| AdaLoRA2025.09 | 75.5 | 69.04 | 72.21 | 78.13 | 80.95 | |
| MaPLe2025.09 | 75.37 | 69.27 | 72.58 | 78.89 | 81.79 | |
| KgCoOp2025.09 | 74.48 | 69.51 | 71.57 | 75.82 | 77.26 | |
| ProGrad2025.09 | 74.21 | 68.2 | 71.78 | 77.93 | 79.2 | |
| CoOpevaluation_protocol=Few-shot Prompt Tuning2025.09 | 73.59 | 68.09 | 70.13 | 76.45 | 79.01 | |
| Tip-Adapter2025.09 | 72.69 | 68.89 | 70.42 | 74.41 | 76.44 | |
| CLIP-Adapter2025.09 | 72.65 | 67.87 | 70.2 | 76.92 | 79.86 | |
| CoCoOp2025.09 | 71.98 | 66.95 | 67.63 | 72.92 | 75.02 | |
| Linear Probingevaluation_protocol=Linear Probing2025.09 | 66.79 | 45.77 | 56.92 | 73.43 | 78.39 | |
| Zero-shot CLIPevaluation_protocol=Zero-shot2025.09 | 65.36 | — | — | — | — |