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<p>This book&#xa0;comprehensively and systematically introduces the theory of generative adversarial&#xa0;networks and its applications in image and voice processing. This book consists&#xa0;of 12 chapters, of which the first four chapters present basic knowledge,&#xa0;including the principle of GAN, optimization objectives, training methods and&#xa0;evaluation indicators. The last eight chapters introduce the applications of GAN in various vertical fields, covering image generation, video generation,&#xa0;image translation, face image editing, image quality improvement, general image&#xa0;editing, anti-attack, voice signal processing and other fields. Through reading&#xa0;this book, readers will thoroughly understand the principles of GAN, various&#xa0;GAN model designs, and learn to apply GAN for most vision and voice tasks.&#xa0;This book is suitable for the junior&#xa0;researchers, students or industrial practitioners in related areas.</p>

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Generative Adversarial Network

  • 书籍

  • 发表日期：

    2026年

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  • Peng Long,
  • Xiaozhou Guo

摘要

This book comprehensively and systematically introduces the theory of generative adversarial networks and its applications in image and voice processing. This book consists of 12 chapters, of which the first four chapters present basic knowledge, including the principle of GAN, optimization objectives, training methods and evaluation indicators. The last eight chapters introduce the applications of GAN in various vertical fields, covering image generation, video generation, image translation, face image editing, image quality improvement, general image editing, anti-attack, voice signal processing and other fields. Through reading this book, readers will thoroughly understand the principles of GAN, various GAN model designs, and learn to apply GAN for most vision and voice tasks. This book is suitable for the junior researchers, students or industrial practitioners in related areas.