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Handbook of Image Processing and Computer Vision

von Arcangelo Distante und Cosimo Distante
Hardcover - 9783030381479
246,09 €
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Beschreibung

Across three volumes, the Handbook of Image Processing and Computer Vision presents a comprehensive review of the full range of topics that comprise the field of computer vision, from the acquisition of signals and formation of images, to learning techniques for scene understanding. The authoritative insights presented within cover all aspects of the sensory subsystem required by an intelligent system to perceive the environment and act autonomously. Volume 1 (From Energy to Image) examines the formation, properties, and enhancement of a digital image.

Topics and features:

• Describes the fundamental processes in the field of artificial vision that enable the formation of digital images from light energy

• Covers light propagation, color perception, optical systems, and the analog-to-digital conversion of the signal

• Discusses the information recorded in a digital image, and the image processing algorithms that can improve the visual qualities of theimage

• Reviews boundary extraction algorithms, key linear and geometric transformations, and techniques for image restoration

• Presents a selection of different image segmentation algorithms, and of widely-used algorithms for the automatic detection of points of interest

• Examines important algorithms for object recognition, texture analysis, 3D reconstruction, motion analysis, and camera calibration

• Provides an introduction to four significant types of neural network, namely RBF, SOM, Hopfield, and deep neural networks

This all-encompassing survey offers a complete reference for all students, researchers, and practitioners involved in developing intelligent machine vision systems. The work is also an invaluable resource for professionals within the IT/software and electronics industries involved in machine vision, imaging, and artificial intelligence.

Dr. Cosimo Distante is a Research Scientist in Computer Vision and Pattern Recognition inthe Institute of Applied Sciences and Intelligent Systems (ISAI) at the Italian National Research Council (CNR). Dr. Arcangelo Distante is a researcher and the former Director of the Institute of Intelligent Systems for Automation (ISSIA) at the CNR. His research interests are in the fields of Computer Vision, Pattern Recognition, Machine Learning, and Neural Computation.

Volume 1: From Energy to Image

Volume 1: From Energy to Image

Details

Verlag Springer International Publishing
Ersterscheinung 29. Mai 2020
Maße 23.5 cm x 15.5 cm
Gewicht 1027 Gramm
Format Hardcover
ISBN-13 9783030381479
Auflage 1st edition 2020
Seiten 491

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