Disease Classification on UK Biobank Hypertension (test)
71.7AUC-ROCMAE
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MAEInput Domain=Image, Sampling Strategy=Fully-sampled2026.03 | 71.7 | 43.2 | 72.4 | 30.8 | 37.8 | |
| k-MTRInput Domain=k-space, Sampling Strategy=Undersampled, Undersampling Ratio (R)=42026.03 | 71 | 41.7 | 60.3 | 31.9 | 35.6 | |
| ViTInput Domain=Image, Sampling Strategy=Fully-sampled2026.03 | 69.8 | 40.6 | 63.8 | 29.8 | 36 | |
| CPAgentsBackbone=DeepSeek V3.2, Classifier=LDA2026.06 | 0.764 | — | 0.725 | — | — | |
| CPAgentsBackbone=GPT-5.1, Classifier=MLP2026.06 | 0.763 | — | 0.77 | — | — | |
| CPAgentsBackbone=GPT-5.1, Classifier=LDA2026.06 | 0.762 | — | 0.728 | — | — | |
| ExpertsClassifier=MLP2026.06 | 0.761 | — | 0.775 | — | — | |
| ExpertsClassifier=LDA2026.06 | 0.76 | — | 0.699 | — | — | |
| CPAgentsBackbone=DeepSeek V3.2, Classifier=SVM2026.06 | 0.759 | — | 0.78 | — | — | |
| CPAgentsBackbone=GPT-5.1, Classifier=SVM2026.06 | 0.757 | — | 0.775 | — | — | |
| ExpertsClassifier=SVM2026.06 | 0.755 | — | 0.779 | — | — | |
| MESHAgentsClassifier=LDA2026.06 | 0.755 | — | 0.701 | — | — | |
| CPAgentsBackbone=DeepSeek V3.2, Classifier=AdaBoost2026.06 | 0.754 | — | 0.733 | — | — | |
| MESHAgentsClassifier=MLP2026.06 | 0.754 | — | 0.768 | — | — | |
| CPAgentsBackbone=GPT-5.1, Classifier=AdaBoost2026.06 | 0.752 | — | 0.725 | — | — | |
| MESHAgentsClassifier=SVM2026.06 | 0.748 | — | 0.771 | — | — | |
| ExpertsClassifier=AdaBoost2026.06 | 0.741 | — | 0.699 | — | — | |
| MESHAgentsClassifier=AdaBoost2026.06 | 0.738 | — | 0.695 | — | — | |
| CPAgentsBackbone=DeepSeek V3.2, Classifier=MLP2026.06 | 0.71 | — | 0.716 | — | — |