Prostate Lesion Segmentation on PI-CAI (patient-level partition)
73.26DiceAlign then Refine
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Align then Refinecomponents=Lheat + Lalign + attn (phase-scheduled)2026.04 | 73.26 | 74.76 | 77.95 | 15.2451 | 75.41 | |
| Align then Refinecomponents=Lheat + Lalign2026.04 | 71.95 | 73.64 | 76.45 | 13.7624 | 73.25 | |
| nnU-Net2026.04 | 71.92 | 73.39 | 78.64 | 24.6674 | 73.2 | |
| Align then Refinecomponents=Lalign only2026.04 | 71.36 | 72.91 | 77.03 | 14.2987 | 73.45 | |
| Align then Refinecomponents=Lheat only2026.04 | 71.31 | 72.6 | 76.99 | 17.6793 | 72.52 | |
| Align then Refinecomponents=Lheat + Lalign + attn2026.04 | 70.81 | 72.14 | 76.7 | 18.5525 | 72.65 | |
| SegResNet2026.04 | 58.75 | 71.89 | 59.95 | 9.6625 | 59.1 | |
| Swin UNETR2026.04 | 58.11 | 63.68 | 61.4 | 33.2987 | 58.58 | |
| 3D U-Net2026.04 | 57.33 | 64.48 | 58.11 | 30.3213 | 58.63 | |
| MedSAM22026.04 | 57.29 | 50.71 | 76.33 | 11.3314 | 71.27 | |
| Attention U-Net2026.04 | 55.86 | 65.05 | 56.54 | 29.0253 | 56.6 |