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 3 (From Pattern
to Object) examines object recognition, neural networks, motion
analysis, and 3D reconstruction of a scene. 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 improvethe visual qualities of the image •
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
Visionand Pattern Recognition in the 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 3: From Pattern to Object
Produktdetaljer
ISBN
9783030423780
Publisert
2020
Utgiver
Springer Nature
Språk
Product language
Engelsk
Format
Product format
Digital bok
Forfatter