Image Classification on Biomedical Domain Average of 10 datasets (test)
68.02Accuracy (K=4)CLIP-SVD
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CLIP-SVDEvaluation Protocol=Few-shot adaptation2025.09 | 68.02 | 56.35 | 62.63 | 73.26 | 76.46 | |
| BiomedCoOpEvaluation Protocol=Few-shot adaptation2025.09 | 64.34 | 56.87 | 59.32 | 68.96 | 73.41 | |
| ProKeREvaluation Protocol=Few-shot adaptation2025.09 | 63.72 | 49.4 | 58.84 | 70.98 | 71.86 | |
| GDAEvaluation Protocol=Few-shot adaptation2025.09 | 63.41 | 49.56 | 58.39 | 70.6 | 72.86 | |
| DCPLEvaluation Protocol=Few-shot adaptation2025.09 | 62.62 | 49.65 | 58.65 | 68.65 | 70.79 | |
| CLIP-LoRAEvaluation Protocol=Few-shot adaptation2025.09 | 62.31 | 48.31 | 57.63 | 68.16 | 70.31 | |
| Tip-Adapter-FEvaluation Protocol=Few-shot adaptation2025.09 | 62.3 | 52.55 | 54.17 | 68.12 | 68.12 | |
| Linear ProbingEvaluation Protocol=Linear Probing2025.09 | 62.12 | 48.91 | 55.82 | 67.33 | 70.81 | |
| ProGradEvaluation Protocol=Few-shot adaptation2025.09 | 62.1 | 53.67 | 56.42 | 67.06 | 69.21 | |
| CoOpEvaluation Protocol=Few-shot adaptation2025.09 | 61.35 | 52.59 | 55.71 | 67.74 | 71.48 | |
| LP++Evaluation Protocol=Few-shot adaptation2025.09 | 61.3 | 49.27 | 55.88 | 65.48 | 70.09 | |
| KgCoOpEvaluation Protocol=Few-shot adaptation2025.09 | 60.92 | 54.31 | 55.79 | 66 | 67.71 | |
| XCoOpEvaluation Protocol=Few-shot adaptation2025.09 | 60.87 | 52.5 | 55.39 | 66.37 | 71.04 | |
| Tip-AdapterEvaluation Protocol=Few-shot adaptation2025.09 | 58.33 | 50.35 | 53.5 | 62.01 | 67.6 | |
| CoCoOpEvaluation Protocol=Few-shot adaptation2025.09 | 57.63 | 50.88 | 53.91 | 63.15 | 67.51 | |
| CLIP-AdapterEvaluation Protocol=Few-shot adaptation2025.09 | 45.3 | 45.53 | 44.7 | 46.54 | 48.46 | |
| MaPLeEvaluation Protocol=Few-shot adaptation2025.09 | 44.09 | 37.99 | 40.89 | 47.37 | 52.93 | |
| Zero-shot BiomedCLIPEvaluation Protocol=Zero-shot2025.09 | 42.38 | — | — | — | — |