Pros and cons of GAN evaluation measures: New developments

• Published in: Computer vision and image understanding Vol. 215; p. 103329
• Main Author: Borji, Ali
• Format: Journal Article
• Language: English
• Published: Elsevier Inc 01.01.2022
• Subjects: Deepfakes; GAN evaluation; Generative modeling; Generative modeling; Deepfakes; GAN evaluation; 41A10; 65D05; 65D17; 41A05

This work is an update of my previous paper on the same topic published a few years ago (Borji, 2019). With the dramatic progress in generative modeling, a suite of new quantitative and qualitative techniques to evaluate models has emerged. Although some measures such as Inception Score, Fréchet Inc...