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Author:

Shi, Zhenghao (Shi, Zhenghao.) | Zhao, Minghua (Zhao, Minghua.) | Wang, Yinghui (Wang, Yinghui.) | He, Lifeng (He, Lifeng.) | Suzuki, Kenji (Suzuki, Kenji.) | Jin, Chenwang (Jin, Chenwang.) | Zhang, Ming (Zhang, Ming.)

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EI

Abstract:

In order to make regions appearing as dots on a chest radiograph more clearly in visual, a novel filtering method, Hessian-LoG filter. is developed in this paper. The proposed filter consists of two major operations. First, using the eigenvalues of Hessian matrix detects dot points in chest radiography. The derivatives of a Hessian matrix at multiple scales are convolved with an input image at each pixel. To determine the local shape of structures at pixels in each scale, the eigenvalues of Hessian matrix are analyzed at each pixel in the resulting image. The diameter of the detected dot is equal to the kernel size with the highest classifier value. Finally, dot images are convolved with the Laplacian of Gaussian (LoG) operator. Experiments show that the proposed enhancement filter can simultaneously enhance dot-like objects and suppress line-like structures, and thus improve the sensitivity of nodule detection. © 2012 ICIC International.

Keyword:

Chest radiographs Chest radiography Eigenvalues Filtering method Hessian matrices Input image Kernel size Laplacian of Gaussian Local shape Multiple scale Nodule detection

Author Community:

  • [ 1 ] [Shi, Zhenghao;Zhao, Minghua;Wang, Yinghui]School of Computer Science and Engineering, Xi'an University of Technology, No. 5, South Jinhua Road, Xi'an 710048, China
  • [ 2 ] [Jin, Chenwang;Zhang, Ming]First Affiliated Hospital of School of Medicine, Xi'an Jiaotong University, No. 76, West Yanta Road, Xi'an 710061, China
  • [ 3 ] [Suzuki, Kenji]Department of Radiology, University of Chicago, 5841 South Maryland Avenue, MC 2026, Chicago, IL 60637, United States
  • [ 4 ] [He, Lifeng]School of Information Science and Technology, Aichi Prefectural University, 1522-3 Ibaragabasama, Nagakute, Aichi 480-1198, Japan

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Source :

ICIC Express Letters

ISSN: 1881-803X

Year: 2012

Issue: 8

Volume: 6

Page: 1987-1992

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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