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On the statistics of natural images

Posted on:2006-03-29Degree:Ph.DType:Thesis
University:Brown UniversityCandidate:Chen, Ting-LiFull Text:PDF
GTID:2458390008461340Subject:Mathematics
Abstract/Summary:
This thesis studies the statistics of natural images. It contains two chapters. Chapter 1 is on the scale invariance, a mysterious property of natural images. Chapter 2 is on the compression related to statistics of natural images.;Chapter 1 explores evidence of scale invariance of natural images, and explains why natural images have this nice property.;Chapter 2 studies an image compression algorithm "LOCO", and establishes some useful properties of residual entropy, which can provide a more efficient compression.
Keywords/Search Tags:Natural images, Statistics, Chapter
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