Literature DB >> 29374333

Energy Spectrum CT Image Detection Based Dimensionality Reduction with Phase Congruency.

Qingzhen Xu1, Miao Li2, Min Li2, Shuai Liu3.   

Abstract

The image feature detection is widely used in image registration, image stitching and object recognition. The feature detection algorithm can be applied to the detection of artificial images, and can be used to detect the energy spectrum CT image. A new algorithm of phase consistency detection based on dimensionality reduction is proposed in this paper. We mainly focus on the phase congruency of the spectral CT images in the paper and try to use dimensionality reduction to integrate the information of phase congruency detected in the image. The experimental results show that the algorithm can detect the energy spectrum CT image with clear edge and contour, which is beneficial to the subsequent processing. Meanwhile, the algorithm presented is more effective in diagnosis of disease for medical professionals.

Keywords:  Dimensionality reduction; Feature detection; Phase congruency

Mesh:

Year:  2018        PMID: 29374333     DOI: 10.1007/s10916-018-0904-y

Source DB:  PubMed          Journal:  J Med Syst        ISSN: 0148-5598            Impact factor:   4.460


  7 in total

1.  Comments on ``digital step edges from zero crossings of second directional derivatives''.

Authors:  W E Grimson; E C Hildreth
Journal:  IEEE Trans Pattern Anal Mach Intell       Date:  1985-01       Impact factor: 6.226

2.  A computational approach to edge detection.

Authors:  J Canny
Journal:  IEEE Trans Pattern Anal Mach Intell       Date:  1986-06       Impact factor: 6.226

3.  Alzheimer's Disease Detection by Pseudo Zernike Moment and Linear Regression Classification.

Authors:  Shui-Hua Wang; Sidan Du; Yin Zhang; Preetha Phillips; Le-Nan Wu; Xian-Qing Chen; Yu-Dong Zhang
Journal:  CNS Neurol Disord Drug Targets       Date:  2017       Impact factor: 4.388

4.  Detection of Unilateral Hearing Loss by Stationary Wavelet Entropy.

Authors:  Yudong Zhang; Deepak Ranjan Nayak; Ming Yang; Ti-Fei Yuan; Bin Liu; Huimin Lu; Shuihua Wang
Journal:  CNS Neurol Disord Drug Targets       Date:  2017       Impact factor: 4.388

5.  Theory of edge detection.

Authors:  D Marr; E Hildreth
Journal:  Proc R Soc Lond B Biol Sci       Date:  1980-02-29

6.  Edge detection in images using Marr-Hildreth filtering techniques.

Authors:  T G Smith; W B Marks; G D Lange; W H Sheriff; E A Neale
Journal:  J Neurosci Methods       Date:  1988-11       Impact factor: 2.390

7.  Alcoholism Detection by Data Augmentation and Convolutional Neural Network with Stochastic Pooling.

Authors:  Shui-Hua Wang; Yi-Ding Lv; Yuxiu Sui; Shuai Liu; Su-Jing Wang; Yu-Dong Zhang
Journal:  J Med Syst       Date:  2017-11-17       Impact factor: 4.460

  7 in total

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