SkrGAN synthesizes medical images by generating structural sketches from noise and rendering them into full images, reporting improved FID, SWD, MS-SSIM, and vessel segmentation over DCGAN, ACGAN, WGAN, and PGGAN.
arXiv (2017)
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SkrGAN: Sketching-rendering Unconditional Generative Adversarial Networks for Medical Image Synthesis
SkrGAN synthesizes medical images by generating structural sketches from noise and rendering them into full images, reporting improved FID, SWD, MS-SSIM, and vessel segmentation over DCGAN, ACGAN, WGAN, and PGGAN.