Clinically Significant Prostate Cancer Detection on Barzell Secondary Definition (zone-level)
53.21Specificity @ Sen=80%Ours(LFM)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Ours(LFM)Training Modality=T2w,DWI, Inference Modality=T2w2026.04 | 53.21 | 27.32 | 50 | 36.54 | |
| Baseline(3M)Training Modality=T2w,DWI,ADC, Inference Modality=T2w,DWI,ADC2026.04 | 52.65 | 37.74 | 53.85 | 43.46 | |
| Baseline(T2w,DWI)Training Modality=T2w,DWI, Inference Modality=T2w,DWI2026.04 | 50.95 | 32.93 | 57.69 | 43.59 | |
| SimMLMTraining Modality=T2w,DWI, Inference Modality=T2w2026.04 | 50.53 | 39.86 | 46.79 | 26.28 | |
| Baseline(DWI)Training Modality=DWI, Inference Modality=DWI2026.04 | 48.26 | 33.32 | 55.13 | 40.38 | |
| KD-NetTraining Modality=T2w,DWI, Inference Modality=T2w2026.04 | 43.86 | 23.81 | 49.36 | 33.97 | |
| Baseline(T2w)Training Modality=T2w, Inference Modality=T2w2026.04 | 43.86 | 33.64 | 37.82 | 23.72 | |
| Baseline(ADC)Training Modality=ADC, Inference Modality=ADC2026.04 | 41.24 | 29.82 | 41.67 | 29.49 | |
| ModDropTraining Modality=T2w,DWI, Inference Modality=T2w2026.04 | 39.24 | 28.12 | 30.13 | 14.74 | |
| Ours(LDM)Training Modality=T2w,DWI, Inference Modality=T2w2026.04 | 36.28 | 25.31 | 37.5 | 27.88 | |
| Baseline(T2w,ADC)Training Modality=T2w,ADC, Inference Modality=T2w,ADC2026.04 | 34.71 | 19.62 | 34.62 | 16.03 |