Generative Adversarial Network

£64.99

Generative Adversarial Network

Principle and Practice

Electronics engineering Machine learning Pattern recognition Computer vision Image processing

Authors: Peng Long, Xiaozhou Guo

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Collection: Computer Science

Language: English

Published by: Springer

Published on: 2nd February 2026

Format: LCP-protected ePub

ISBN: 9789819694044


Introduction

This book comprehensively and systematically introduces the theory of generative adversarial networks and its applications in image and voice processing.

Content Overview

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.

Learning Outcomes

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.

Target Audience

This book is suitable for junior researchers, students, or industrial practitioners in related areas.

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