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

Roy, Sangita

Softcover

ISBN 10: 6206164667 ISBN 13: 9786206164661

Verlag: LAP LAMBERT Academic Publishing, 2023

Inhaltsangabe

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.

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Über die Autorin bzw. den Autor

Sangita Roy è professore associato presso il Dipartimento ECE del Narula Institute of Technology, India. Ha un'esperienza di insegnamento di oltre ventisei anni. È stata per due anni alla Bells Controls Limited (industria della strumentazione) e per due anni al West Bengal State Centre, IEI (Kolkata) come coordinatore tecnico.

Details zur Ausgabe

• Verlag: LAP LAMBERT Academic Publishing
• Erscheinungsdatum: 2023
• Sprache: Englisch
• ISBN 10: 6206164667
• ISBN 13: 9786206164661
• Einband: Taschenbuch
• Anzahl der Seiten: 152
• Kontakt zum Hersteller: Nicht verfügbar
• Verantwortliche Person: KreGa Onlinehandel GmbH; 4950000000000; info@krega-onlinehandel.de; ; Birkenweg 31; Brakel; 33034; Deutschland