Classification on Thyroid
97AccuracyBipolar
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Bipolar2026.03 | 97 | — | — | — | — | — | — | |
| MC-APSOH/J=9/25, Selection Strategy=Preferable2026.06 | 96.51 | — | — | — | — | — | 94.83 | |
| MC-APSOH/J=9/25, h/k=8/7, Selection Strategy=Non-Preferable2026.06 | 96.29 | — | — | — | — | — | 94.42 | |
| MC-PSOH/J=9/25, Selection Strategy=Preferable2026.06 | 96.19 | — | — | — | — | — | 94.52 | |
| MC-PSOH/J=9/25, h/k=18/5, Selection Strategy=Non-Preferable2026.06 | 95.96 | — | — | — | — | — | 93.98 | |
| XGBoost2026.05 | 95.82 | — | — | — | — | 93.38 | — | |
| MDL-GBC2026.05 | 94.83 | — | — | — | — | 91.9 | — | |
| ARIA2026.03 | 94.3 | — | — | — | — | — | — | |
| SGBSkNN2026.05 | 93.96 | — | — | — | — | 91.03 | — | |
| SVM2026.05 | 93.94 | — | — | — | — | 90.39 | — | |
| SVM2026.03 | 93.5 | — | — | — | — | — | — | |
| CART2026.05 | 93.46 | — | — | — | — | 91.39 | — | |
| n-ARIA2026.03 | 93.1 | — | — | — | — | — | — | |
| KNN2026.05 | 93.05 | — | — | — | — | 89.72 | — | |
| GBTSVM2026.05 | 92.1 | — | — | — | — | 87.09 | — | |
| ScOrGBC2026.05 | 88.77 | — | — | — | — | 85.85 | — | |
| Full FT MoEBackbone=BiomedCLIP ViT-B/16, # Params (%)=760, Evaluation Protocol=Zero-shot2026.04 | 78.59 | — | — | — | — | — | — | |
| MedQwenBackbone=BiomedCLIP ViT-B/16, # Params (%)=2.24, Evaluation Protocol=Zero-shot2026.04 | 77.88 | — | — | — | — | — | — | |
| Full FTBackbone=BiomedCLIP ViT-B/16, # Params (%)=100, Evaluation Protocol=Zero-shot2026.04 | 76.05 | — | — | — | — | — | — | |
| MoELoRABackbone=BiomedCLIP ViT-B/16, # Params (%)=2.24, Evaluation Protocol=Zero-shot2026.04 | 64.85 | — | — | — | — | — | — | |
| HydraLoRABackbone=BiomedCLIP ViT-B/16, # Params (%)=1.58, Evaluation Protocol=Zero-shot2026.04 | 64.24 | — | — | — | — | — | — | |
| LoRA (rank32)Backbone=BiomedCLIP ViT-B/16, # Params (%)=5.98, Rank=32, Evaluation Protocol=Zero-shot2026.04 | 64.13 | — | — | — | — | — | — | |
| LoRA (rank16)Backbone=BiomedCLIP ViT-B/16, # Params (%)=2.99, Rank=16, Evaluation Protocol=Zero-shot2026.04 | 63.28 | — | — | — | — | — | — | |
| AdaMoLEBackbone=BiomedCLIP ViT-B/16, # Params (%)=2.33, Evaluation Protocol=Zero-shot2026.04 | 63.17 | — | — | — | — | — | — | |
| PiSSABackbone=BiomedCLIP ViT-B/16, # Params (%)=1.49, Rank=8, Evaluation Protocol=Zero-shot2026.04 | 63.11 | — | — | — | — | — | — | |
| LoRABackbone=BiomedCLIP ViT-B/16, # Params (%)=1.49, Rank=8, Evaluation Protocol=Zero-shot2026.04 | 62.72 | — | — | — | — | — | — | |
| MiLoRABackbone=BiomedCLIP ViT-B/16, # Params (%)=1.49, Rank=8, Evaluation Protocol=Zero-shot2026.04 | 61.52 | — | — | — | — | — | — | |
| BaselineActivation Function=None2025.12 | — | 83.79 | 78.53 | — | — | — | — | |
| ConvReLUActivation Function=Learnable2025.12 | — | 95.37 | 96.57 | — | — | — | — | |
| CopulaGANsynthetic_samples=1K2024.04 | — | 86.73 | 88.71 | 78.41 | 99.02 | — | — | |
| CTAB-GAN+synthetic_samples=1K2024.04 | — | 27.46 | 58.07 | 16.14 | 100 | — | — | |
| EPICsynthetic_samples=1K2024.04 | — | 94.8 | 96.39 | 95.23 | 97.55 | — | — | |
| GReaTsynthetic_samples=1K2024.04 | — | 91.31 | 92.46 | 85.91 | 99.02 | — | — | |
| OGABActivation Function=Learnable2025.12 | — | 95.46 | 96.67 | — | — | — | — | |
| Originalsynthetic_samples=02024.04 | — | 94.23 | 95.08 | 91.14 | 99.02 | — | — | |
| PReLUActivation Function=Learnable2025.12 | — | 94.12 | 93.09 | — | — | — | — | |
| ReLUActivation Function=Non-learnable2025.12 | — | 94.71 | 93.79 | — | — | — | — | |
| SigmoidActivation Function=Non-learnable2025.12 | — | 95.2 | 95.38 | — | — | — | — | |
| SLAFActivation Function=Learnable2025.12 | — | 72.72 | 73.86 | — | — | — | — | |
| SoftmaxActivation Function=Non-learnable2025.12 | — | 48.07 | 50 | — | — | — | — | |
| SoftPlusActivation Function=Non-learnable2025.12 | — | 94.88 | 95.71 | — | — | — | — | |
| TabDDPMsynthetic_samples=1K2024.04 | — | 94.39 | 96.26 | 95.45 | 97.06 | — | — | |
| TanhActivation Function=Non-learnable2025.12 | — | 85.84 | 86.47 | — | — | — | — | |
| TVAEsynthetic_samples=1K2024.04 | — | 90.45 | 92.2 | 86.36 | 98.04 | — | — |