Literature DB >> 25571037

An automatic bleeding detection scheme in wireless capsule endoscopy based on histogram of an RGB-indexed image.

T Ghosh, S A Fattah, C Shahnaz, K A Wahid.   

Abstract

Wireless capsule endoscopy (WCE) is one of the most effective technologies to diagnose gastrointestinal (GI) diseases, such as bleeding in GI tract. Because of long duration of WCE video containing large number images, it is a burden for clinician to detect diseases in real time. In this paper, an automatic bleeding image detection method is proposed utilizing construction of an index image incorporating certain level of information from each plane of RGB color space. Distinguishable color texture feature is developed from index image by histogram. Support vector machine (SVM) classifier is employed to detect bleeding and non-bleeding images from WCE videos. From extensive experimentation on real time WCE video recordings, it is found that the proposed method can accurately detect bleeding images with high sensitivity and specificity.

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Year:  2014        PMID: 25571037     DOI: 10.1109/EMBC.2014.6944669

Source DB:  PubMed          Journal:  Conf Proc IEEE Eng Med Biol Soc        ISSN: 1557-170X


  6 in total

1.  An Automated Self-Learning Quantification System to Identify Visible Areas in Capsule Endoscopy Images.

Authors:  Shinichi Hashimoto; Hiroyuki Ogihara; Masato Suenaga; Yusuke Fujita; Shuji Terai; Yoshihiko Hamamoto; Isao Sakaida
Journal:  J Med Syst       Date:  2017-07-07       Impact factor: 4.460

2.  CHOBS: Color Histogram of Block Statistics for Automatic Bleeding Detection in Wireless Capsule Endoscopy Video.

Authors:  Tonmoy Ghosh; Shaikh Anowarul Fattah; Khan A Wahid
Journal:  IEEE J Transl Eng Health Med       Date:  2018-01-24       Impact factor: 3.316

3.  Saliency-Based Bleeding Localization for Wireless Capsule Endoscopy Diagnosis.

Authors:  Hongda Chen; Shaoze Wang; Yong Ding; Dahong Qian
Journal:  Int J Biomed Imaging       Date:  2017-11-28

4.  An Automatic Bleeding Frame and Region Detection Scheme for Wireless Capsule Endoscopy Videos Based on Interplane Intensity Variation Profile in Normalized RGB Color Space.

Authors:  Amit Kumar Kundu; Shaikh Anowarul Fattah; Mamshad Nayeem Rizve
Journal:  J Healthc Eng       Date:  2018-02-25       Impact factor: 2.682

Review 5.  Diagnosis and Management of Non-Variceal Gastrointestinal Hemorrhage: A Review of Current Guidelines and Future Perspectives.

Authors:  Sobia Mujtaba; Saurabh Chawla; Julia Fayez Massaad
Journal:  J Clin Med       Date:  2020-02-02       Impact factor: 4.241

6.  Artificial Intelligence and Capsule Endoscopy: Automatic Detection of Small Bowel Blood Content Using a Convolutional Neural Network.

Authors:  Miguel Mascarenhas Saraiva; Tiago Ribeiro; João Afonso; João P S Ferreira; Hélder Cardoso; Patrícia Andrade; Marco P L Parente; Renato N Jorge; Guilherme Macedo
Journal:  GE Port J Gastroenterol       Date:  2021-09-27
  6 in total

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