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Image Co-segmentation - Subhasis Chaudhuri,Avik Hati,Sayan Banerjee,Rajbabu Velmurugan

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2023-02-03
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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 ... Visas aprašymas

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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.

Daugiau informacijos

Autorius Subhasis Chaudhuri, Avik Hati, Sayan Banerjee, Rajbabu Velmurugan
Leidėjas Springer Nature Singapore
Series Studies in Computational Intelligence
Išleidimo metai 2023
Viršelio tipas Kieti viršeliai
EAN 9789811985690
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165,15 € 220,20 €