Kategoria BISAC: Computers >> Image Processing

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...

This book highlights the evolution and interdisciplinary approach of AI and ML in image processing, tracing historical development and exploring their convergence with different fields. It delves into optimizing neural architectures and making deep learning models interpretable while exploring recent trends like versatile CNN applications and edge computing deployment. The intersection of AI and creativity, dynamic transfer learning, and domain adaptation are discussed alongside object detection techniques and reinforcement learning. It examines advanced applications in satellite imagery,...

This book introduces in a constructive manner a general framework for regression and fitting methods for many applications and tasks involving data on manifolds. The methodology has important and varied applications in machine learning, medicine, robotics, biology, computer vision, human biometrics, nanomanufacturing, signal processing, and image analysis, etc.

The first chapter gives  motivation examples, a wide range of applications, raised challenges,  raised challenges, and some concerns.  The second chapter gives a comprehensive exploration and step-by-step...