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Computing Steerable Principal Components of a Large Set of Images and Their Rotations

We present here an efficient algorithm to compute the Principal Component Analysis (PCA) of a large image set consisting of images and, for each image, the set of its uniform rotations in the plane. We do this by pointing out the block circulant structure of the covariance matrix and utilizing that...

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Hlavní autoři: Ponce, Colin, Singer, Amit
Médium: Artigo
Jazyk:Inglês
Vydáno: 2011
Témata:
On-line přístup:https://ncbi.nlm.nih.gov/pmc/articles/PMC3719433/
https://ncbi.nlm.nih.gov/pubmed/21536533
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1109/TIP.2011.2147323
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