2d Object Detection and Recognition 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024

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Yali Amit 作者

The MIT Press

译者

2002-11-01 出版日期

324 页数

USD 50.00 价格

Hardcover

丛书系列

9780262011945 图书编码

2d Object Detection and Recognition 在线电子书图书标签: 计算机视觉

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2d Object Detection and Recognition 在线电子书 epub 下载 mobi 下载 pdf 下载 txt 下载 2024

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2d Object Detection and Recognition 在线电子书图书描述

Two important subproblems of computer vision are the detection and recognition of 2D objects in gray-level images. This book discusses the construction and training of models, computational approaches to efficient implementation, and parallel implementations in biologically plausible neural network architectures. The approach is based on statistical modeling and estimation, with an emphasis on simplicity, transparency, and computational efficiency.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. Each model is defined in terms of a subset of points on a reference grid (the template), a set of admissible instantiations of these points (deformations), and a statistical model for the data given a particular instantiation of the object present in the image. A recurring theme is a coarse to fine approach to the solution of vision problems. 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.

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