LEADER 04584nam 22005535 450 001 9910410039703321 005 20200704104632.0 010 $a3-030-42374-3 024 7 $a10.1007/978-3-030-42374-2 035 $a(CKB)4100000011273825 035 $a(MiAaPQ)EBC6213170 035 $a(DE-He213)978-3-030-42374-2 035 $a(PPN)248397435 035 $a(EXLCZ)994100000011273825 100 $a20200529d2020 u| 0 101 0 $aeng 135 $aurcnu|||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aHandbook of Image Processing and Computer Vision $eVolume 2: From Image to Pattern /$fby Arcangelo Distante, Cosimo Distante 205 $a1st ed. 2020. 210 1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2020. 215 $a1 online resource (xxii, 432 pages) $cillustrations 311 $a3-030-42373-5 327 $aLocal Operations: Edging -- Fundamental Linear Transforms -- Geometric Transformations -- Reconstruction of the Degraded Image: Restoration -- Image Segmentation -- Detectors and Descriptors of Interest Points. 330 $aAcross 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 2 (From Image to Pattern) examines image transforms, image restoration, and image segmentation. 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 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 Vision and 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. 606 $aOptical data processing 606 $aMachine learning 606 $aData structures (Computer science) 606 $aImage Processing and Computer Vision$3https://scigraph.springernature.com/ontologies/product-market-codes/I22021 606 $aMachine Learning$3https://scigraph.springernature.com/ontologies/product-market-codes/I21010 606 $aData Structures$3https://scigraph.springernature.com/ontologies/product-market-codes/I15017 615 0$aOptical data processing. 615 0$aMachine learning. 615 0$aData structures (Computer science). 615 14$aImage Processing and Computer Vision. 615 24$aMachine Learning. 615 24$aData Structures. 676 $a006.31 700 $aDistante$b Arcangelo$4aut$4http://id.loc.gov/vocabulary/relators/aut$0904002 702 $aDistante$b Cosimo$4aut$4http://id.loc.gov/vocabulary/relators/aut 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910410039703321 996 $aHandbook of Image Processing and Computer Vision$92020912 997 $aUNINA