From Gestalt Theory to Image Analysis 2025 pdf epub mobi 电子书

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发表于2025-01-09

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出版者:Springer Verlag

作者:Desolneux, Agnes/ Moisan, Lionel/ Morel, Jean-Michel

出品人:

页数:288

译者:

出版时间:2007-12

价格:$ 67.74

装帧:HRD

isbn号码:9780387726359

丛书系列:

图书标签: 图像处理神经科学人工智能 Theory

From Gestalt Theory to Image Analysis 2025 pdf epub mobi 电子书图书描述

This book introduces a new theory in Computer Vision yielding elementary techniques to analyze digital images. These techniques are a mathematical formalization of the Gestalt theory. From the mathematical viewpoint the closest field to it is stochastic geometry, involving basic probability and statistics, in the context of image analysis. The book is mathematically self-contained, needing only basic understanding of probability and calculus. The text includes more than 130 illustrations, and numerous examples based on specific images on which the theory is tested. Detailed exercises at the end of each chapter help the reader develop a firm understanding of the concepts imparted.

From Gestalt Theory to Image Analysis 2025 pdf epub mobi 电子书

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刚看完一遍，正在追这方面的文章。传统分类判决方法需要同时考虑目标和背景的概率模型，看看哪种模型能更好的解释图像，而本书的思想是只考虑背景概率模型，将Gestalt心理学中的规则数学化，认为所有背景概率模型很难产生的模式都是目标。背景概率模型采用的度量就和gestalt规则有关。这种思想很适合于底层特征的检测，并且结果和人类视觉感知相符，应用前景很广。同时可以进一步发展的地方也很多

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From Gestalt Theory to Image Analysis 2025 pdf epub mobi 电子书