• DocumentCode
    2257935
  • Title

    An advanced WCE video summary using relation matrix rank

  • Author

    Huo, Jia Sen ; Zou, Yue Xian ; Li, Lei

  • Author_Institution
    Shenzhen Grad. Sch., Adv. Digital Signal Process. Lab., Peking Univ., Shenzhen, China
  • fYear
    2012
  • fDate
    5-7 Jan. 2012
  • Firstpage
    675
  • Lastpage
    678
  • Abstract
    Wireless Capsule Endoscopy (WCE) is a promising new solution for gastrointestinal disease detection, which is able to view the entire gastrointestinal tract without pain. Since there are more than 50,000 frames in one WCE video from each test, the automatic computer-aided technique is highly demanded to remove the redundant frames while remaining the medical information. This paper presents a systematic method to achieve the effective WCE video summary using whole WCE video frames. A cascade color and texture feature based most representative frame extraction algorithm (CCTS-MRFE) has been developed. The color feature extraction method is developed in HSV space. Meanwhile, the texture feature extraction is determined by the proposed block edge directivity descriptor (BEDD) method in gray space. A relation matrix rank (RMR) based most representative frame (MRF) selection approach further improving the performance of the proposed CCTS-MRFE algorithm has been proposed. The preliminary experimental results show that the proposed methods are able to achieve the effective WCE video summary.
  • Keywords
    diseases; endoscopes; feature extraction; image colour analysis; matrix algebra; medical image processing; video signal processing; HSV space; advanced WCE video summary; automatic computer-aided technique; block edge directivity descriptor; cascade color; color feature extraction; gastrointestinal disease detection; gastrointestinal tract; gray space; most representative frame extraction algorithm; most representative frame selection; relation matrix rank; texture feature extraction; wireless capsule endoscopy;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Biomedical and Health Informatics (BHI), 2012 IEEE-EMBS International Conference on
  • Conference_Location
    Hong Kong
  • Print_ISBN
    978-1-4577-2176-2
  • Electronic_ISBN
    978-1-4577-2175-5
  • Type

    conf

  • DOI
    10.1109/BHI.2012.6211673
  • Filename
    6211673