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Readings in Computer Vision: Issues, Problem, Principles, and Paradigms [Paperback]

Martin A. Fischler (Editor), Oscar Firschein (Editor)

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Book Description

June 15, 1987 0934613338 978-0934613330 1

The field of computer vision combines techniques from physics, mathematics, psychology, artificial intelligence, and computer science to examine how machines might construct meaningful descriptions of their surrounding environment. The editors of this volume, prominent researchers and leaders of the SRI International AI Center Perception Group, have selected sixty papers, most published since 1980, with the viewpoint that computer vision is concerned with solving seven basic problems:


  • Reconstructing 3D scenes from 2D images

  • Decomposing images into their component parts

  • Recognizing and assigning labels to scene objects

  • Deducing and describing relations among scene objects

  • Determining the nature of computer architectures that can support the visual function

  • Representing abstractions in the world of computer memory

  • Matching stored descriptions to image representation

Each chapter of this volume addresses one of these problems through an introductory discussion, which identifies major ideas and summarizes approaches, and through reprints of key research papers. Two appendices on crucial assumptions in image interpretation and on parallel architectures for vision applications, a glossary of technical terms, and a comprehensive bibliography and index complete the volume.


Editorial Reviews

From the Back Cover

The field of computer vision combines techniques from physics, mathematics, psychology, artificial intelligence, and computer science to examine how machines might construct meaningful descriptions of their surrounding environment. The editors of this volume, prominent researchers and leaders of the SRI International AI Center Perception Group, have selected sixty papers, most published since 1980, with the viewpoint that computer vision is concerned with solving seven basic problems:


  • Reconstructing 3D scenes from 2D images

  • Decomposing images into their component parts

  • Recognizing and assigning labels to scene objects

  • Deducing and describing relations among scene objects

  • Determining the nature of computer architectures that can support the visual function

  • Representing abstractions in the world of computer memory

  • Matching stored descriptions to image representation

Each chapter of this volume addresses one of these problems through an introductory discussion, which identifies major ideas and summarizes approaches, and through reprints of key research papers. Two appendices on crucial assumptions in image interpretation and on parallel architectures for vision applications, a glossary of technical terms, and a comprehensive bibliography and index complete the volume.

About the Author

Edited by Martin A. Fischler and Oscar Firschein

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Inside This Book (learn more)
First Sentence:
The computational theory for recovering scene geometry from one or more images is based on five distinct paradigms: stereo, motion, shading, texture, and line drawings. Read the first page
Key Phrases - Statistically Improbable Phrases (SIPs): (learn more)
retinal supervisor, indexable properties, multiple response constraint, surface interpolation algorithm, weighted labeling assignments, approximate distance transform, average local consistency, conceptual adjacencies, uncertainty cylinder, response matching problem, abstract shape properties, polyhedron assumption, preattentive system, codon description, texton differences, stereo paradigm, camera transformation matrix, location determination problem, surface orientation map, equivalent weighting functions, finding consistent labelings, geometric reasoning system, distance pruning, monocular analysis, codon strings
Key Phrases - Capitalized Phrases (CAPs): (learn more)
New York, San Francisco, Academic Press, Massachusetts Institute of Technology, Joint Conf, Image Understanding Workshop, Graphics Image Processing, Pattern Anal, Menlo Park, Stanford University, Carnegie-Mellon University, Technical Report, Department of Computer Science, Gibbs Sampler, Palo Alto, Royal Soc, Defense Advanced Research Projects Agency, Englewood Cliffs, National Science Foundation, Office of Naval Research, Los Altos, Computer Science Dept, David Marr, Department of Electrical Engineering, Monte Carlo
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