The Influence of Different Segmentation Methods on the Extraction of Imaging Histological Features of Hepatocellular Carcinoma CT.

In order to analyze the influence of different segmentation techniques on hepatocellular carcinoma (HCC) CT (Computed Tomography) imaging histological feature extraction, Grow Cut method and Graph Cut method are used to segment hepatocellular carcinoma from arterial CT images of HCC patients, and th...

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Publicado en:Journal of Medical Systems Vol. 43; no. 4
Autores principales: Zhao, Sen, Ren, Wenyan, Zhuang, Yan, Wang, Zhixue
Formato: equations & formulas tables/charts Journal Article
Publicado: Springer Nature Apr2019
Acceso en línea:Ver este registro en EBSCOhost
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      dt: Apr2019
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      pub: Springer Nature
      place: New York, New York
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        atl: The Influence of Different Segmentation Methods on the Extraction of Imaging Histological Features of Hepatocellular Carcinoma CT.
      aug:
        au:
          Zhao, Sen
          Ren, Wenyan
          Zhuang, Yan
          Wang, Zhixue
        affil: Medical Imaging Center, The First Affiliated Hospital of Henan University, No.357 Ximen Street, 475001, Kaifeng City, Henan, China
      sug:
        subj:
          Carcinoma, Hepatocellular Microbiology
          Carcinoma, Hepatocellular Radiography
          Tomography, X-Ray Computed Methods
          Carcinoma, Hepatocellular Pathology
          Liver Neoplasms Classification
          Liver Neoplasms Diagnosis
          Imaging, Three-Dimensional Methods
          Diagnosis, Laboratory Equipment and Supplies
          Software
          Computers and Computerization
      ab: In order to analyze the influence of different segmentation techniques on hepatocellular carcinoma (HCC) CT (Computed Tomography) imaging histological feature extraction, Grow Cut method and Graph Cut method are used to segment hepatocellular carcinoma from arterial CT images of HCC patients, and the stability and repeatability of imaging histological features are studied. Meanwhile, hierarchical clustering method is used to reduce the redundancy of features. The results show that the repeatability and redundancy mainly depend on the method of tumor segmentation. Semi-automatic segmentation method can improve the repeatability of image features, and hierarchical clustering can reduce the redundancy of features. Different segmentation techniques have different effects on the extraction of histological features of CT images of HCC.
      pubtype: Academic Journal
      doctype:
        equations & formulas
        tables/charts
        Journal Article
      ougenre: Article
    language: English
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