Table 1 Performance comparison among proposed CNN, Pix2Pix and Cycle-GAN.

From: Non-disruptive collagen characterization in clinical histopathology using cross-modality image synthesis

 

PSNR

SSIM

MSE

\(l_{1,norm}\)

Proposed network

32.11

0.66

0.002

0.022

Pix2Pix

27.26

0.59

0.003

0.036

Cycle-GAN

23.72

0.46

0.007

0.055

  1. Metrics: Peak Signal-to-Noise Ratio (PSNR), Structural Similarity Index Measure (SSIM)41, Mean Square Error (MSE) and \(l_{1,norm}\). Bold: Best values.
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