Domain Adaptation in Computer Vision with Deep Learning
Domain Adaptation in Computer Vision with Deep Learning This book provides a survey of deep learning approaches to domain adaptation in computer vision. This book also discusses the various…
Specifikacia Domain Adaptation in Computer Vision with Deep Learning
Domain Adaptation in Computer Vision with Deep Learning
This book provides a survey of deep learning approaches to domain adaptation in computer vision. This book also discusses the various approaches to deep learning based domain adaptation in recent years. It gives the reader an overview of the state-of-the-art research in deep learning based domain adaptation.
Divided into four parts, the first part of this book begins with an introduction to domain adaptation, which outlines the problem statement, the role of domain adaptation and the motivation for research in this area. It outlines the importance of domain adaptation for the advancement of computer vision, consolidates the research in the area and provides the reader with promising directions for future research in domain adaptation. It includes a chapter outlining pre-deep learning era domain adaptation techniques.
The second part of this book highlights feature alignment based approaches to domain adaptation. The third part of this book outlines image alignment procedures for domain adaptation. The final section of this book presents novel directions for research in domain adaptation.
This book targets researchers working in artificial intelligence, machine learning, deep learning and computer vision. Industry professionals and entrepreneurs seeking to adopt deep learning into their applications will also be interested in this book.
Deep Learning for Vision Systems
Deep Learning with Python
Deep Learning with PyTorch
Deep Learning in Science
Computer Vision
Computer Vision