文档介绍：2D Object Detection and Recognition
Models, Algorithms, works
Yali Amit
amit-79020 book May 20, 2002 13:3
2D Object Detection and Recognition
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amit-79020 book May 20, 2002 13:3
Yali Amit
2D Object Detection and Recognition
Models, Algorithms, works
The MIT Press
Cambridge, Massachusetts
London, England
iii
amit-79020 book May 20, 2002 13:3
© 2002 Massachusetts Institute of Technology
All rights reserved. No part of this book may be reproduced in any form by any electronic or
mechanical means (including photocopying, recording, or information storage and retrieval)
without permission in writing from the publisher.
This book was set in Times Roman by position Corporation and was printed
and bound in the United States of America.
Library of Congress Cataloging-in-Publication Data
Amit, Yali.
2D object detection and recognition : models, algorithms, works / Yali Amit.
p. cm.
Includes bibliographical references.
ISBN 0-262-01194-8 (hc. : alk. paper)
1. Computer vision. I. Title.
TA1634 .A45 2002
7–dc21
2002016508
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To Granite, Yotam, and Inbal
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Contents
Preface xi
Acknowledgments xv
1 Introduction 1
Low-Level Image Analysis and Bottom-up Segmentation 1
Object Detection with Deformable-Template Models 3
Detection of Rigid Objects 5
Object Recognition 8
Scene Analysis: Merging Detection and Recognition 10
work Architectures 12
2 Detection and Recognition: Overview of Models 13
A Bayesian Approach to Detection 13
Overview of Object-Detection Models 18
Object Recognition 25
Scene Analysis: Combining Detection and Recognition 27
Implementations 28
3 1D Models: Deformable Contours 31
Inside-Outside Model 31
An Edge-Based Data Model 40
41
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viii Contents
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