Glomeruli Segmentation on KidneyArtPathology HC Stains: Jones H&E, Sirius Red (test)
86.5F1 Score (Jones H&E)w/Gaussian-noise
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| w/Gaussian-noiseSegmentation Model=UNet_PAS, Evaluation Context=Full test slides, Stain Translation Direction=T -> PAS2026.04 | 86.5 | 87.8 | 87.2 | |
| w/Extra-channelsSegmentation Model=UNet_PAS, Evaluation Context=Full test slides, Stain Translation Direction=T -> PAS2026.04 | 86.2 | 87.1 | 86.7 | |
| Ours (dsl_cyc, dsl_id)Segmentation Model=UNet_PAS, Evaluation Context=Full test slides, Stain Translation Direction=T -> PAS2026.04 | 86 | 85.6 | 85.8 | |
| DSA-CycleGANSegmentation Model=UNet_PAS, Evaluation Context=Full test slides, Stain Translation Direction=T -> PAS2026.04 | 85.5 | 86.7 | 85.6 | |
| Ours (dsl_fake)Segmentation Model=UNet_PAS, Evaluation Context=Full test slides, Stain Translation Direction=T -> PAS2026.04 | 85.1 | 85.9 | 85.5 | |
| CycleGAN (Baseline)Segmentation Model=UNet_PAS, Evaluation Context=Full test slides, Stain Translation Direction=T -> PAS2026.04 | 84.4 | 86 | 85.2 | |
| w/Self-supervisionSegmentation Model=UNet_PAS, Evaluation Context=Full test slides, Stain Translation Direction=T -> PAS2026.04 | 84 | 86.6 | 85.3 |