Three dimensional texture analysis of multidetector computed tomography images of the liver

被引:0
|
作者
Ganeshan, Balaji [1 ]
Young, Rupert [1 ]
Miles, Kenneth [2 ]
Chatwin, Chris [1 ]
机构
[1] Univ Sussex, Dept Engn & Design, Ind Informat & Mfg Syst, Brighton BN1 9QT, E Sussex, England
[2] Univ Sussex, Brighton & Sussex Med Sch, Brighton BN19PX, E Sussex, England
来源
关键词
3-D Texture analysis; 3-D Laplacian of Gaussian (LoG) filter; 3-D Fourier transform; Colorectal cancer; textural features;
D O I
10.1117/12.664027
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A three dimensional (3-D) Multidetector Computed Tomography (MDCT) liver volume dataset of a patient with colorectal cancer was employed, each slice containing 512 x 512 pixels with pixel dimensions of 0.84 mm x 0.84 mm and slice reconstruction at a 2 mm interval. The 2-D slices were down-sampled to obtain a pixel width of 2mm x 2mm, thus resulting in an isometric cubic voxel of dimension of 2mm(3). A 3-D Laplacian of Gaussian filter mask was generated for different pass-band regions in order to highlight fine to coarse texture within the volume. 3-D Fourier transformations of the liver volume and filter mask were obtained and their product computed. The filtered volume in the spatial domain was obtained by taking the inverse 3-D Fourier transform of this product. This 3D filtered volume highlighted textural features within different bands of spatial frequencies. The 3-D texture of the liver was viewed using maximal intensity projection. We quantify the texture over different spatial scale ranges for 3-D filtered liver volume which may have the potential of improving our preliminary results of 2-D texture analysis of liver images of patients with colorectal cancer and therefore could be employed as a computer assisted diagnostic tool in medical cancer imaging.
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页数:9
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