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Generative Adversarial Network: Principle and Practice

Generative Adversarial Network: Principle and Practice

Hardcover

General ComputersProbability & Statistics

ISBN10: 9819694035
ISBN13: 9789819694037
Publisher: Springer
Published: Feb 3 2026
Pages: 436
Weight: 1.77
Height: 1.00 Width: 6.14 Depth: 9.21
Language: English

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.

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General Computers