Gland Segmentation on CAMG N=20 (test)
72.6DiceTopoPult-SSLd
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TopoPult-SSLdSupervision=self-distill, Training Regime=Block B: target gland masks, Backbone=U-Net + MiT-B02026.06 | 72.6 | 69.1 | 77 | 76.4 | |
| UA-MTSupervision=EMA+unc., Training Regime=Block B: target gland masks, Backbone=U-Net + MiT-B02026.06 | 71 | 66.1 | 77.4 | 75 | |
| CPSSupervision=cross-PL, Training Regime=Block B: target gland masks, Backbone=U-Net + MiT-B02026.06 | 70.7 | 68.3 | 74.2 | — | |
| CAMG-FTSupervision=supervised, Training Regime=Block B: target gland masks, Backbone=U-Net + MiT-B02026.06 | 70.7 | 69.7 | 72.2 | 74.8 | |
| FixMatch-SegSupervision=pseudo-lbl, Training Regime=Block B: target gland masks, Backbone=U-Net + MiT-B02026.06 | 70.5 | 64.7 | 78.3 | — | |
| Mean TeacherSupervision=EMA, Training Regime=Block B: target gland masks, Backbone=U-Net + MiT-B02026.06 | 70.2 | 66 | 75.6 | 73.9 | |
| TopoPult-SSLSupervision=sup+anchors, Training Regime=Block B: target gland masks, Backbone=U-Net + MiT-B02026.06 | 69.1 | 65 | 74.5 | 72.2 | |
| Zero-shot (MGD-1k)Supervision=0-shot, Training Regime=Block A: no gland masks, Backbone=U-Net + MiT-B02026.06 | 66.1 | 65.4 | 67.4 | 70.6 | |
| TopoPult-SSL*Supervision=gland-mask-free, Training Regime=Block A: no gland masks, Backbone=U-Net + MiT-B02026.06 | 64.5 | 69.4 | 60.8 | 68.8 | |
| MedSAMSupervision=0-shot+box, Training Regime=Block A: no gland masks, Backbone=U-Net + MiT-B02026.06 | 49.6 | 33.5 | 99.2 | — | |
| SAMSupervision=0-shot+box, Training Regime=Block A: no gland masks, Backbone=U-Net + MiT-B02026.06 | 45.4 | 29.8 | 99.7 | — |