Image Co-segmentation von Avik Hati | ISBN 9789811985706

Image Co-segmentation

von Avik Hati, Rajbabu Velmurugan, Sayan Banerjee und Subhasis Chaudhuri
Mitwirkende
Autor / AutorinAvik Hati
Autor / AutorinRajbabu Velmurugan
Autor / AutorinSayan Banerjee
Autor / AutorinSubhasis Chaudhuri
Buchcover Image Co-segmentation | Avik Hati | EAN 9789811985706 | ISBN 981-19-8570-7 | ISBN 978-981-19-8570-6

Image Co-segmentation

von Avik Hati, Rajbabu Velmurugan, Sayan Banerjee und Subhasis Chaudhuri
Mitwirkende
Autor / AutorinAvik Hati
Autor / AutorinRajbabu Velmurugan
Autor / AutorinSayan Banerjee
Autor / AutorinSubhasis Chaudhuri

This book presents and analyzes methods to perform image co-segmentation. In this book, the authors describe efficient solutions to this problem ensuring robustness and accuracy, and provide theoretical analysis for the same. Six different methods for image co-segmentation are presented. These methods use concepts from statistical mode detection, subgraph matching, latent class graph, region growing, graph CNN, conditional encoder–decoder network, meta-learning, conditional variational encoder–decoder, and attention mechanisms. The authors have included several block diagrams and illustrative examples for the ease of readers. This book is a highly useful resource to researchers and academicians not only in the specific area of image co-segmentation but also in related areas of image processing, graph neural networks, statistical learning, and few-shot learning.