Literature DB >> 20489228

Two-dimensional polar harmonic transforms for invariant image representation.

Pew-Thian Yap1, Xudong Jiang, Alex Chichung Kot.   

Abstract

This paper introduces a set of 2D transforms, based on a set of orthogonal projection bases, to generate a set of features which are invariant to rotation. We call these transforms Polar Harmonic Transforms (PHTs). Unlike the well-known Zernike and pseudo-Zernike moments, the kernel computation of PHTs is extremely simple and has no numerical stability issue whatsoever. This implies that PHTs encompass the orthogonality and invariance advantages of Zernike and pseudo-Zernike moments, but are free from their inherent limitations. This also means that PHTs are well suited for application where maximal discriminant information is needed. Furthermore, PHTs make available a large set of features for further feature selection in the process of seeking for the best discriminative or representative features for a particular application.

Year:  2010        PMID: 20489228     DOI: 10.1109/TPAMI.2009.119

Source DB:  PubMed          Journal:  IEEE Trans Pattern Anal Mach Intell        ISSN: 0098-5589            Impact factor:   6.226


  4 in total

1.  XQ-NLM: Denoising Diffusion MRI Data via x-q Space Non-Local Patch Matching.

Authors:  Geng Chen; Yafeng Wu; Dinggang Shen; Pew-Thian Yap
Journal:  Med Image Comput Comput Assist Interv       Date:  2016-10-02

2.  Robust Construction of Diffusion MRI Atlases with Correction for Inter-Subject Fiber Dispersion.

Authors:  Zhanlong Yang; Geng Chen; Dinggang Shen; Pew-Thian Yap
Journal:  Comput Diffus MRI (2016)       Date:  2017-05-13

3.  Noise reduction in diffusion MRI using non-local self-similar information in joint x-q space.

Authors:  Geng Chen; Yafeng Wu; Dinggang Shen; Pew-Thian Yap
Journal:  Med Image Anal       Date:  2019-01-21       Impact factor: 13.828

4.  Robust Fusion of Diffusion MRI Data for Template Construction.

Authors:  Zhanlong Yang; Geng Chen; Dinggang Shen; Pew-Thian Yap
Journal:  Sci Rep       Date:  2017-10-11       Impact factor: 4.379

  4 in total

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