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ResearchFormerly WizWand

Metastatic region segmentation on CAMELYON16 tiles (test)

31.5Tissue Area (%)Standard
1.4449.24717.0524.853Jul 14, 2023
Updated 8mo ago

Evaluation results

MethodLinks
Standardk (step size)=5, l (pixels)=81922023.0731.5——
Standard (non-square)k (step size)=5, l (pixels)=81922023.0727.6——
Adaptivek (step size)=5, l (pixels)=122882023.0720——
Standard (non-square)k (step size)=3, l (pixels)=81922023.0718.9——
Randomk (step size)=3, l (pixels)=81922023.0718.1——
Standardk (step size)=5, l (pixels)=40962023.0717.4——
Standard (non-square)k (step size)=5, l (pixels)=40962023.0715.7——
Standardk (step size)=3, l (pixels)=81922023.0714.2——
Standard (non-square)k (step size)=1, l (pixels)=122882023.0711——
Standardk (step size)=3, l (pixels)=40962023.079.4——
Adaptivek (step size)=3, l (pixels)=122882023.078.1——
Adaptivek (step size)=3, l (pixels)=81922023.076.3——
Adaptivek (step size)=1, l (pixels)=122882023.075.8——
Standardk (step size)=3, l (pixels)=122882023.074.3——
Standard (non-square)k (step size)=3, l (pixels)=122882023.073.9——
Adaptivek (step size)=1, l (pixels)=81922023.073.3——
Adaptivek (step size)=3, l (pixels)=40962023.073.3——
Adaptivek (step size)=5, l (pixels)=40962023.072.6——
Conditional CycleGAN2022.08—0.4120.501
CycleGANDiscriminator output size=8x82022.08—0.4150.501
CycleGANDiscriminator output size=16x162022.08—0.3880.502
CycleGANDiscriminator output size=32x322022.08—0.4030.503
Region-guided CycleGANgenerator residual blocks=6, λ_cyc=302022.08—0.5330.615
Xu et al.2022.08—0.260.498