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Full Description
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.
Contents
"Chapter 1 Generative Model".- "Chapter 2 Objective Function Optimization".- "Chapter 3 Training Techniques".- "Chapter 4 Evaluation Methods and Visualization".- "Chapter 5 Image Generation".- "Chapter 6 Image Translation".- "Chapter 7 Face Image Editing".- "Chapter 8 Image Quality Enhancement".- "Chapter 9 Generation of 3D pictures and videos".- "Chapter 10 General Image Editing".- "Chapter 11 Adversarial Attack".- "Chapter 12 Speech Signal Processing".
