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Face Image Analysis by Unsupervised Learning
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Face Image Analysis by Unsupervised Learning Hardback - 2001 - 2001st Edition

by Marian Stewart Bartlett

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From the publisher

Face Image Analysis by Unsupervised Learning explores adaptive approaches to image analysis. It draws upon principles of unsupervised learning and information theory to adapt processing to the immediate task environment. In contrast to more traditional approaches to image analysis in which relevant structure is determined in advance and extracted using hand-engineered techniques, Face Image Analysis by Unsupervised Learning explores methods that have roots in biological vision and/or learn about the image structure directly from the image ensemble. Particular attention is paid to unsupervised learning techniques for encoding the statistical dependencies in the image ensemble.
The first part of this volume reviews unsupervised learning, information theory, independent component analysis, and their relation to biological vision. Next, a face image representation using independent component analysis (ICA) is developed, which is an unsupervised learning technique based on optimal information transfer between neurons. The ICA representation is compared to a number of other face representations including eigenfaces and Gabor wavelets on tasks of identity recognition and expression analysis. Finally, methods for learning features that are robust to changes in viewpoint and lighting are presented. These studies provide evidence that encoding input dependencies through unsupervised learning is an effective strategy for face recognition.
Face Image Analysis by Unsupervised Learning is suitable as a secondary text for a graduate-level course, and as a reference for researchers and practitioners in industry.

First line

How can a perceptual system learn to recognize properties of its environment without being told which features it should analyze, or whether its decisions are correct?

Details

  • Title Face Image Analysis by Unsupervised Learning
  • Author Marian Stewart Bartlett
  • Binding Hardback
  • Edition number 2001st
  • Edition 2001
  • Pages 173
  • Volumes 1
  • Language ENG
  • Publisher Springer
  • Publication date 2001-06-30
  • Illustrated Yes
  • Features Bibliography, Illustrated, Index
  • ISBN 9780792373483 / 0792373480
  • Weight 1 lbs (0.45 kg)
  • Dimensions 8.98 x 7.08 x 0.7 in (22.81 x 17.98 x 1.78 cm)
  • Category Computers - General Information
  • Library of Congress subjects Human face recognition (Computer science)
  • Library of Congress Catalogue Number 2001028825
  • Dewey Decimal Code 006.42

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Face Image Analysis by Unsupervised Learning (The Springer International Series in Engineering...
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Face Image Analysis by Unsupervised Learning (The Springer International Series in Engineering and Computer Science, 612)

by Bartlett, Marian Stewart

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Face Image Analysis by Unsupervised Learning (The Springer International Series in Engineering and Computer Science, 612)

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Face Image Analysis by Unsupervised Learning (The Springer International Series in Engineering...
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Face Image Analysis by Unsupervised Learning (The Springer International Series in Engineering and Computer Science, 612)

by Bartlett, Marian Stewart

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Face Image Analysis by Unsupervised Learning

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Hardcover. New. New Book; Fast Shipping from UK; Not signed; Not First Edition; Face Image Analysis by Unsupervised Learning explores adaptive approaches to image analysis. It draws upon principles of unsupervised learning and information theory to adapt processing to the immediate task environment. In contrast to
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Face Image Analysis By Unsupervised Learning
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Face Image Analysis by Unsupervised Learning (The Springer International Series in Engineering...
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Face Image Analysis by Unsupervised Learning (The Springer International Series in Engineering and Computer Science, 612)

by Bartlett, Marian Stewart

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2001
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Springer, 2001-06-30. 2001. hardcover. New. 7.08x0.70x8.98. Buy with confidence. Excellent Customer Service & Return policy.
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Face Image Analysis by Unsupervised Learning (The Springer International Series in Engineering...
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Face Image Analysis by Unsupervised Learning (The Springer International Series in Engineering and Computer Science, 612)

by Bartlett, Marian Stewart

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Face Image Analysis By Unsupervised Learning
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Face Image Analysis By Unsupervised Learning

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Face Image Analysis by Unsupervised Learning
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Face Image Analysis by Unsupervised Learning

by Marian Stewart Bartlett

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