Table 3 Quantitative evaluations data of virtual stains yielded by the considered GANs and real H&E images used to compute pearson correlation versus HSFI.
From: VISGAB: Virtual staining-driven GAN benchmarking for optimizing skin tissue histology
Models | SSIM | PSNR | FID | KID | LPIPS | HSFI |
|---|---|---|---|---|---|---|
CycleGAN | 0.93 | 29.06 | 27.7 | 0.010 | 0.083 | 0.81 |
CUTGAN | 0.22 | 13.12 | 233.6 | 0.036 | 0.490 | 0.58 |
DCLGAN | 0.20 | 12.61 | 228.3 | 0.017 | 0.480 | 0.59 |
H&E | 1 | ∞ | 0 | 0 | 0 | 1 |
