Bleeding Detection from Wireless Capsule Endoscopy Images Using Improved Euler Distance in CIELab

被引:0
作者
潘国兵 [1 ]
颜国正 [1 ]
宋昕帅 [1 ]
邱祥玲 [1 ]
机构
[1] School of Electronic Information and Electrical Engineering,Shanghai Jiaotong University
基金
中国国家自然科学基金;
关键词
bleeding detection; wireless capsule endoscopy image; CIELab; covariance matrix;
D O I
暂无
中图分类号
R197.39 [医疗器械与设备];
学科分类号
1004 ; 120402 ;
摘要
Bleeding in the digestive tract is one of the most common gastrointestinal (GI) tract diseases,as well as the complication of some fatal diseases. Wireless capsule endoscopy (WCE),which is widely applied in the clinical field,allows physicians to noninvasively examine the entire GI tract. However,it is very laborious and timeconsuming to detect the huge amount of WCE images,and limits its wider application. It is urgent and necessary to develop the automatic and intelligent computer aided bleeding detection technique. This paper improves the Euler distance with the covariance matrix of image to measure the colour similarity in CIELab colorimetric system,and proposes a novel method of bleeding detection in WCE images. The experiments demonstrate that the bleeding region in WCE images can be correctly recognized and marked out,and the sensitivity of this method is 92%,the specificity is 95%.
引用
收藏
页码:218 / 223
页数:6
相关论文
共 50 条
[31]   Anisotropic Contrast Diffusion Enhancement Using Variance for Wireless Capsule Endoscopy Images [J].
Shahril, Rosdiana ;
Baharun, Sabariah ;
Islam, A. K. M. Muzahidul ;
Komaki, Shozo .
2014 INTERNATIONAL CONFERENCE ON INFORMATICS, ELECTRONICS & VISION (ICIEV), 2014,
[32]   Bleeding classification in Wireless Capsule Endoscopy Images based on Inception-ResNet-V2 and CNNs [J].
Garbaz, Anass ;
Lafraxo, Samira ;
Charfi, Said ;
El Ansari, Mohamed ;
Koutti, Lahcen .
2022 IEEE CONFERENCE ON COMPUTATIONAL INTELLIGENCE IN BIOINFORMATICS AND COMPUTATIONAL BIOLOGY (IEEE CIBCB 2022), 2022, :203-208
[33]   An Automatic Bleeding Detection Scheme in Wireless Capsule Endoscopy Based on Statistical Features in Hue Space [J].
Ghosh, T. ;
Bashar, S. K. ;
Fattah, S. A. ;
Shahnaz, C. ;
Wahid, K. A. .
2014 17TH INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION TECHNOLOGY (ICCIT), 2014, :354-357
[34]   CHOBS: Color Histogram of Block Statistics for Automatic Bleeding Detection in Wireless Capsule Endoscopy Video [J].
Ghosh, Tonmoy ;
Fattah, Shaikh Anowarul ;
Wahid, Khan A. .
IEEE JOURNAL OF TRANSLATIONAL ENGINEERING IN HEALTH AND MEDICINE, 2018, 6
[35]   ENHANCING VIDEO CAPSULE ENDOSCOPY: LOCATION AND BLEEDING DETECTION [J].
Yeung, Douglas ;
Sarvestani, Amir Sabet ;
Yap, Jonathan ;
Inoue, Yuri .
PROCEEDINGS OF THE 5TH FRONTIERS IN BIOMEDICAL DEVICES CONFERENCE AND EXPOSITION, 2010, 2010, :63-64
[36]   Machine Learning Techniques for Bleeding Detection in Capsule Endoscopy [J].
Pannu, Husanbir Singh ;
Jarial, Priyanka .
2017 INTERNATIONAL CONFERENCE ON COMPUTING METHODOLOGIES AND COMMUNICATION (ICCMC), 2017, :1054-1058
[37]   Effective Deep Learning for Semantic Segmentation Based Bleeding Zone Detection in Capsule Endoscopy Images [J].
Ghosh, Tonmoy ;
Li, Linfeng ;
Chakareski, Jacob .
2018 25TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2018, :3034-3038
[38]   A TRAINING BASED SUPPORT VECTOR MACHINE TECHNIQUE FOR BLOOD DETECTION IN WIRELESS CAPSULE ENDOSCOPY IMAGES [J].
Li, Jie ;
Ma, Jinwen ;
Tillo, Tammam ;
Zhang, Bailing ;
Lim, Eng Gee .
2012 IEEE EMBS CONFERENCE ON BIOMEDICAL ENGINEERING AND SCIENCES (IECBES), 2012,
[39]   An Automatic Bleeding Detection Scheme in Wireless Capsule Endoscopy Based on Histogram of an RGB-Indexed Image [J].
Ghosh, T. ;
Fattah, S. A. ;
Shahnaz, C. ;
Wahid, K. A. .
2014 36TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2014, :4683-4686
[40]   Cluster based statistical feature extraction method for automatic bleeding detection in wireless capsule endoscopy video [J].
Ghosh, Tonmoy ;
Fattah, Shaikh Anowarul ;
Wahid, Khan A. ;
Zhu, Wei-Ping ;
Ahmad, M. Omair .
COMPUTERS IN BIOLOGY AND MEDICINE, 2018, 94 :41-54