Clinically Significant Prostate Cancer Detection on Barzell Tertiary Definition (zone-level)
54.3Specificity @ Sen=80%Ours(LFM)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Ours(LFM)Training Modality=T2w,DWI, Inference Modality=T2w2026.04 | 54.3 | 37.51 | 43.29 | 26.1 | |
| Baseline(3M)Training Modality=T2w,DWI,ADC, Inference Modality=T2w,DWI,ADC2026.04 | 51.91 | 35.99 | 46.39 | 29.41 | |
| Baseline(T2w)Training Modality=T2w, Inference Modality=T2w2026.04 | 48.21 | 34.63 | 37.99 | 17.95 | |
| Ours(LDM)Training Modality=T2w,DWI, Inference Modality=T2w2026.04 | 48.1 | 33.4 | 44.93 | 23.97 | |
| Baseline(DWI)Training Modality=DWI, Inference Modality=DWI2026.04 | 45.7 | 30.27 | 42.65 | 28.45 | |
| Baseline(ADC)Training Modality=ADC, Inference Modality=ADC2026.04 | 45.7 | 30.87 | 42.65 | 20.82 | |
| KD-NetTraining Modality=T2w,DWI, Inference Modality=T2w2026.04 | 45.7 | 31.47 | 41.64 | 22.33 | |
| Baseline(T2w,ADC)Training Modality=T2w,ADC, Inference Modality=T2w,ADC2026.04 | 44.82 | 30.24 | 32.6 | 14.43 | |
| Baseline(T2w,DWI)Training Modality=T2w,DWI, Inference Modality=T2w,DWI2026.04 | 44.74 | 29.58 | 43.74 | 25.98 | |
| ModDropTraining Modality=T2w,DWI, Inference Modality=T2w2026.04 | 43.9 | 30.65 | 33.52 | 17.63 | |
| SimMLMTraining Modality=T2w,DWI, Inference Modality=T2w2026.04 | 43.73 | 30.37 | 37.9 | 21.92 |