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Published in:
2013 | OriginalPaper | Chapter
Medical Images Transform by Multistage PCA-Based Algorithm
Authors : Ivo Draganov, Roumen Kountchev, Veska Georgieva
Published in: Advances in Intelligent Analysis of Medical Data and Decision Support Systems
Publisher: Springer International Publishing
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In this paper a novel approach for medical images transform by the Multistage Principal Component Analysis (MPCA) algorithm is presented. It consists of applying PCA over series of pixels grouped two by two in multiple stages. The process is extremely straightforward and the computation complexity is considerably reduced in comparison to the full PCA performed over the whole image. Promising results are achieved experimentally over a multitude of test images and the proposed approach is considered very perspective for both lossy and lossless compression of medical visual data.