Deep Learning in Mining of Visual Content

Author:   Akka Zemmari ,  Jenny Benois-Pineau
Publisher:   Springer Nature Switzerland AG
Edition:   1st ed. 2020
ISBN:  

9783030343750


Pages:   110
Publication Date:   23 January 2020
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Deep Learning in Mining of Visual Content


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Author:   Akka Zemmari ,  Jenny Benois-Pineau
Publisher:   Springer Nature Switzerland AG
Imprint:   Springer Nature Switzerland AG
Edition:   1st ed. 2020
Weight:   0.454kg
ISBN:  

9783030343750


ISBN 10:   3030343758
Pages:   110
Publication Date:   23 January 2020
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

Introduction.- Supervised Learning Problem Formulation.- Neural Networks from Scratch.- Optimization Methods.- Deep in the Wild.- Convolutional Neural Networks as Image Analysis Tool.- Dynamic Content Mining.- Case Study for Digital Cultural Content Mining.- Introducing Domain Knowledge.

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Akka Zemmari has received his Ph.D. degree from the University of Bordeaux 1, France, in 2000. He is an associate professor in computer science since 2001 at University of Bordeaux, France. His research interests include machine and deep learning, randomized algorithms and distributed algorithms and systems. Jenny Benois-Pineau is a full professor of Computer science at the University Bordeaux and chair of Video Analysis and Indexing research group in Image and Sound Department of LABRI UMR 58000 Université Bordeaux/CNRS/IPB-ENSEIRB. She obtained her PhD degree in Signals and Systems in Moscou and her Habilitation à Diriger la Recherche in Computer Science and Image Processing from University of Nantes, France. Her topics of interest include image and video analysis and indexing, motion analysis and visual content interpretation with machine learning approaches. She is the author and co-author of more than 180 papers in international journals, conference proceedings, book chapters, co-editor of three books. She has tutored an co-tutored 26 PhD students. She is associated editor of EURASIP Signal Processing:Image Communication, Elsevier, Multimedia Tools and applications, Springer, and SPIE Journal of Electronic Imaging journals. She has served on numerous program committees of international conferences of IEEE, ACM and as an expert for international and national research bodies.  She is elected IEEE TC IVMSP member for the period of 2018-2020 and is Knight of Academic Palms Order.

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