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Robust Subspace Estimation Using Low-Rank Optimization

Language EnglishEnglish
Book Hardback
Book Robust Subspace Estimation Using Low-Rank Optimization Omar Oreifej
Libristo code: 02300982
Publishers Springer International Publishing AG, March 2014
Recovering the low-rank structure of a linear subspace using a small set of corrupted examples has r... Full description
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Recovering the low-rank structure of a linear subspace using a small set of corrupted examples has recently been made feasible through substantial advances in the area of matrix completion and nuclear-norm minimization. Such low-rank structures appear in certain conditions heavily in computer vision, for instance, in the frames of a video, the camera motion, and a picture of a building façade. In this book, we discuss several formulations and extensions of low-rank optimization, and demonstrate how recovering the underlying basis and detecting the corresponding outliers allow us to solve fundamental computer vision problems, including video denoising, background subtraction, action detection, and complex event recognition.§

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About the book

Full name Robust Subspace Estimation Using Low-Rank Optimization
Language English
Binding Book - Hardback
Date of issue 2014
Number of pages 114
EAN 9783319041834
ISBN 3319041835
Libristo code 02300982
Weight 344
Dimensions 162 x 237 x 13
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