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CycleGAN for Facial Expression Transfer by Himanshu Raj is a document available to read on EtoBox.

What is CycleGAN for Facial Expression Transfer about?

This summarizes a research paper on improving face transfer using CycleGAN. The paper explores using distinct discriminators, face segmentation masks to weight the cycle consistency loss, and concludes that WGAN loss and U-Net generator did not improve results on their dataset. Using SSIM loss improved poses and structure but needed more tuning for facial details. Methods explored include background subtraction, face masks, generator variants like U-Net, and discriminator variants like increasing depth and

Author

Himanshu Raj

Language

EN