Glomeruli Segmentation on KidneyArtPathology IHC Stains: CD68, CD34 full slides (test)
69.4F1 Score (CD68)DSA-CycleGAN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DSA-CycleGANSegmentation Model=UNet_PAS, Evaluation Context=Full test slides, Stain Translation Direction=T -> PAS2026.04 | 69.4 | 76.3 | 73 | |
| w/Self-supervisionSegmentation Model=UNet_PAS, Evaluation Context=Full test slides, Stain Translation Direction=T -> PAS2026.04 | 68.6 | 75.3 | 72 | |
| Ours (dsl_cyc, dsl_id)Segmentation Model=UNet_PAS, Evaluation Context=Full test slides, Stain Translation Direction=T -> PAS2026.04 | 67.7 | 72.4 | 70.1 | |
| w/Gaussian-noiseSegmentation Model=UNet_PAS, Evaluation Context=Full test slides, Stain Translation Direction=T -> PAS2026.04 | 66.9 | 74.9 | 70.9 | |
| Ours (dsl_fake)Segmentation Model=UNet_PAS, Evaluation Context=Full test slides, Stain Translation Direction=T -> PAS2026.04 | 65.2 | 73.5 | 69.4 | |
| CycleGAN (Baseline)Segmentation Model=UNet_PAS, Evaluation Context=Full test slides, Stain Translation Direction=T -> PAS2026.04 | 64.3 | 74.7 | 69.5 | |
| w/Extra-channelsSegmentation Model=UNet_PAS, Evaluation Context=Full test slides, Stain Translation Direction=T -> PAS2026.04 | 63.4 | 66.9 | 65.2 |