Out-of-distribution generalization on MedMNIST+
32.72PathMNIST AccuracyBioMedCoOp
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BioMedCoOp2026.04 | 32.72 | 29.38 | 31.45 | 26.89 | 32.92 | 30.35 | 28.21 | 34.91 | 33.51 | 32.62 | 33.74 | 31.52 | — | |
| MaPLe2026.04 | 32.51 | 22.79 | 31.95 | 25.39 | 31.68 | 30.16 | 31.32 | 32.96 | 32.44 | 34.09 | 33.33 | 30.78 | — | |
| KgCoOp2026.04 | 32.43 | 23.29 | 31.5 | 22.12 | 33.18 | 29.78 | 28.5 | 34.88 | 33.02 | 33.55 | 35.04 | 30.66 | — | |
| TCP2026.04 | 32.18 | 23.17 | 32.47 | 26.15 | 31.99 | 30.75 | 31.8 | 32.58 | 33.8 | 34.55 | 32.68 | 31.1 | — | |
| PromptSRC2026.04 | 32.11 | 24.42 | 32.43 | 25.01 | 32.24 | 31.02 | 32.6 | 34.14 | 33.3 | 34.23 | 33.24 | 31.34 | — | |
| ProGrad2026.04 | 32.08 | 22.86 | 31.03 | 23.34 | 33.65 | 30.14 | 28.84 | 33.6 | 34.68 | 33.83 | 34.32 | 30.76 | — | |
| CoOp2026.04 | 31.94 | 22.73 | 31.56 | 21.18 | 34.68 | 29.27 | 29.57 | 31.06 | 33.83 | 34.2 | 34.78 | 30.44 | — | |
| BioVLM2026.04 | 31.55 | 29.41 | 32.89 | 28.19 | 31.37 | 28.93 | 30.38 | 36.28 | 34.34 | 36.57 | 35.83 | 32.34 | 0.82 | |
| CoCoOp2026.04 | 29.68 | 26.67 | 30.53 | 26.05 | 30.06 | 25.54 | 28.45 | 30.73 | 34.7 | 35.47 | 32.38 | 30.02 | — |