Clinically Significant Prostate Cancer Detection on Barzell Primary Definition (zone-level)
56.19Specificity @ Sen=80%Baseline(3M)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Baseline(3M)Training Modality=T2w,DWI,ADC, Inference Modality=T2w,DWI,ADC2026.04 | 56.19 | 38.31 | 56.37 | 40.76 | |
| Ours(LFM)Training Modality=T2w,DWI, Inference Modality=T2w2026.04 | 55.13 | 34.47 | 50.74 | 32.82 | |
| Ours(LDM)Training Modality=T2w,DWI, Inference Modality=T2w2026.04 | 52.17 | 34.99 | 48.02 | 28.22 | |
| Baseline(DWI)Training Modality=DWI, Inference Modality=DWI2026.04 | 49.59 | 33.68 | 51.98 | 38.45 | |
| Baseline(T2w)Training Modality=T2w, Inference Modality=T2w2026.04 | 49.54 | 37.59 | 40.26 | 23.07 | |
| SimMLMTraining Modality=T2w,DWI, Inference Modality=T2w2026.04 | 46.93 | 30.76 | 41.12 | 22.57 | |
| Baseline(T2w,DWI)Training Modality=T2w,DWI, Inference Modality=T2w,DWI2026.04 | 46.73 | 31.03 | 45.87 | 31.35 | |
| ModDropTraining Modality=T2w,DWI, Inference Modality=T2w2026.04 | 45.86 | 32.02 | 34.65 | 19.31 | |
| Baseline(ADC)Training Modality=ADC, Inference Modality=ADC2026.04 | 44.7 | 29.22 | 37.72 | 21.09 | |
| Baseline(T2w,ADC)Training Modality=T2w,ADC, Inference Modality=T2w,ADC2026.04 | 41.23 | 24.22 | 34.19 | 15.68 | |
| KD-NetTraining Modality=T2w,DWI, Inference Modality=T2w2026.04 | 41.23 | 25.35 | 44.39 | 30.99 |