"2D Object Detection and Recognition: Models, Algorithms, and Networks" by Yali Amit (Repost)

ISBN: 0262011948

Category: Study


Posted on 2013-07-07. By anonymous.

Description


"2D Object Detection and Recognition: Models, Algorithms, and Networks" by Yali Amit
MIT Press | 2002 | ISBN: 0262011948 0262267098 9780262011945 9780585446301 | 325 pages | PDF/djvu | 5 MB

This book discusses the construction and training of models, computational approaches to efficient implementation, and parallel implementations in biologically plausible neural network architectures. The book provides detailed descriptions of the algorithms used as well as the code, and the software and data sets are available on the Web.

The book describes a range of deformable template models, from coarse sparse models involving discrete, fast computations to more finely detailed models based on continuum formulations, involving intensive optimization.

Contents
Preface
1Introduction
2Detection and Recognition: Overview of Models
31D Models: Deformable Contours
41D Models: Deformable Curves
52D Models: Deformable Images
6Sparse Models: Formulation, Training, and Statistical Properties
7Detection of Sparse Models: Dynamic Programming
8Detection of Sparse Models: Counting
9Object Recognition
10Scene Analysis: Merging Detection and Recognition
11Neural Network Implementations
12Software
Bibliography
Index
with TOC BookMarkLinks

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