Metastatic region segmentation on CAMELYON16 tiles (test)
31.5Tissue Area (%)Standard
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Standardk (step size)=5, l (pixels)=81922023.07 | 31.5 | — | — | |
| Standard (non-square)k (step size)=5, l (pixels)=81922023.07 | 27.6 | — | — | |
| Adaptivek (step size)=5, l (pixels)=122882023.07 | 20 | — | — | |
| Standard (non-square)k (step size)=3, l (pixels)=81922023.07 | 18.9 | — | — | |
| Randomk (step size)=3, l (pixels)=81922023.07 | 18.1 | — | — | |
| Standardk (step size)=5, l (pixels)=40962023.07 | 17.4 | — | — | |
| Standard (non-square)k (step size)=5, l (pixels)=40962023.07 | 15.7 | — | — | |
| Standardk (step size)=3, l (pixels)=81922023.07 | 14.2 | — | — | |
| Standard (non-square)k (step size)=1, l (pixels)=122882023.07 | 11 | — | — | |
| Standardk (step size)=3, l (pixels)=40962023.07 | 9.4 | — | — | |
| Adaptivek (step size)=3, l (pixels)=122882023.07 | 8.1 | — | — | |
| Adaptivek (step size)=3, l (pixels)=81922023.07 | 6.3 | — | — | |
| Adaptivek (step size)=1, l (pixels)=122882023.07 | 5.8 | — | — | |
| Standardk (step size)=3, l (pixels)=122882023.07 | 4.3 | — | — | |
| Standard (non-square)k (step size)=3, l (pixels)=122882023.07 | 3.9 | — | — | |
| Adaptivek (step size)=1, l (pixels)=81922023.07 | 3.3 | — | — | |
| Adaptivek (step size)=3, l (pixels)=40962023.07 | 3.3 | — | — | |
| Adaptivek (step size)=5, l (pixels)=40962023.07 | 2.6 | — | — | |
| Conditional CycleGAN2022.08 | — | 0.412 | 0.501 | |
| CycleGANDiscriminator output size=8x82022.08 | — | 0.415 | 0.501 | |
| CycleGANDiscriminator output size=16x162022.08 | — | 0.388 | 0.502 | |
| CycleGANDiscriminator output size=32x322022.08 | — | 0.403 | 0.503 | |
| Region-guided CycleGANgenerator residual blocks=6, λ_cyc=302022.08 | — | 0.533 | 0.615 | |
| Xu et al.2022.08 | — | 0.26 | 0.498 |