Image Super-Resolution: A Complete Guide: Single Image Super-Resolution and Its Applications - Couverture souple

Roy, Sangita

 
9786206164661: Image Super-Resolution: A Complete Guide: Single Image Super-Resolution and Its Applications
Couverture souple
ISBN 10 : 6206164667 ISBN 13 : 9786206164661
Editeur : LAP LAMBERT Academic Publishing, 2023

Synopsis

Image/video super-resolution are research thrust areas in recent times. Their applications include HDTV, image coding, image resizing, image manipulation, remote sensing, face recognition, astronomy, and surveillance. The objective is to increase image/ video resolution through upsampling, deblurring, denoising, deep learning etc. The development of various image/ video super-resolution theories has been studied in this book focusing on Deep convolutional networks–based super-resolution (DeepCNSR). More than 30 state-of-the-art super-resolution Convolutional Neural Networks (CNNs) over three classical and three recently introduced challenging datasets to benchmark single image super-resolution have been exhaustively analyzed with its merits and demerits. A taxonomy with nine categories for DeepCNSR networks has been introduced including linear, residual, multi-branch, recursive, progressive, attention-based, and adversarial designs. Network complexity, memory footprint, model input and output, learning details, the type of network losses, and important architectural differences (e.g., depth, skip-connections, filters) of each model have been studied comparatively.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Éditeur
LAP LAMBERT Academic Publishing
Date d'édition
2023
Langue
anglais
ISBN 10 
6206164667
ISBN 13 
9786206164661
Reliure
Broché
Nombre de pages
152
Coordonnées du fabricant
non disponible
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