Description: Deep Learning in Mining of Visual Content, Paperback by Zemmari, Akka; Benois-pineau, Jenny, ISBN 3030343758, ISBN-13 9783030343750, Like New Used, Free shipping in the US This book provides the reader with the fundamental knowledge in the area of deep learning with application to visual content mining. The authors give a fresh view on Deep learning approaches both from the point of view of image understanding and supervised machine learning. It contains chapters which introduce theoretical and mathematical foundations of neural networks and related optimization methods. Then it discusses some particular very popular architectures used in the domain: convolutional neural networks and recurrent neural networks. Deep Learning is currently at the heart of most cutting edge technologies. It is in the core of the recent advances in Artificial Intelligence. Visual information in form is constantly growing in volume. In such active domains as Computer Vision and Robotics visual information understanding is based on the use of deep learning. Other chapters present applications of deep learning for visual content mining. These include attention mechanisms in deep neural networks and application to cultural content mining. An additional application field is also discussed, and illustrates how deep learning can be of very high interest to computer-aided diagnostics of Alzheimer’s disease on multimodal imaging. This book targets advanced-level students studying computer science including computer vision, data analytics and multimedia. Researchers and professionals working in computer science, signal and image processing may also be interested in this book.
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Book Title: Deep Learning in Mining of Visual Content
Number of Pages: Xvii, 110 Pages
Language: English
Publication Name: Deep Learning in Mining of Visual Content
Publisher: Springer International Publishing A&G
Publication Year: 2020
Subject: Intelligence (Ai) & Semantics, Image Processing, Computer Vision & Pattern Recognition
Item Weight: 16 Oz
Type: Textbook
Author: Jenny Benois-Pineau, Akka Zemmari
Item Length: 9.3 in
Subject Area: Computers
Series: Springerbriefs in Computer Science Ser.
Item Width: 6.1 in
Format: Trade Paperback