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.
Les mer
Volume 1: From Energy to Image
Produktdetaljer
ISBN
9783030381486
Publisert
2020
Utgiver
Springer Nature
Språk
Product language
Engelsk
Format
Product format
Digital bok
Forfatter