A VidEo-Based Intelligent Recognition and Decision System for the Phacoemulsification Cataract Surgery
Joint Authors
Yin, Xu-Cheng
Hao, Hong-Wei
Tian, Shu
Wang, Zhi-Bin
Zhou, Fang
Source
Computational and Mathematical Methods in Medicine
Issue
Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2015-11-26
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Abstract EN
The phacoemulsification surgery is one of the most advanced surgeries to treat cataract.
However, the conventional surgeries are always with low automatic level of operation and over reliance on the ability of surgeons.
Alternatively, one imaginative scene is to use video processing and pattern recognition technologies to automatically detect the cataract grade and intelligently control the release of the ultrasonic energy while operating.
Unlike cataract grading in the diagnosis system with static images, complicated background, unexpected noise, and varied information are always introduced in dynamic videos of the surgery.
Here we develop a Video-Based Intelligent Recognitionand Decision (VeBIRD) system, which breaks new ground by providing a generic framework for automatically tracking the operation process and classifying the cataract grade in microscope videos of the phacoemulsification cataract surgery.
VeBIRD comprises a robust eye (iris) detector with randomized Hough transform to precisely locate the eye in the noise background, an effective probe tracker with Tracking-Learning-Detection to thereafter track the operation probe in the dynamic process, and an intelligent decider with discriminative learning to finally recognize the cataract grade in the complicated video.
Experiments with a variety of real microscope videos of phacoemulsification verify VeBIRD’s effectiveness.
American Psychological Association (APA)
Tian, Shu& Yin, Xu-Cheng& Wang, Zhi-Bin& Zhou, Fang& Hao, Hong-Wei. 2015. A VidEo-Based Intelligent Recognition and Decision System for the Phacoemulsification Cataract Surgery. Computational and Mathematical Methods in Medicine،Vol. 2015, no. 2015, pp.1-11.
https://search.emarefa.net/detail/BIM-1057830
Modern Language Association (MLA)
Tian, Shu…[et al.]. A VidEo-Based Intelligent Recognition and Decision System for the Phacoemulsification Cataract Surgery. Computational and Mathematical Methods in Medicine No. 2015 (2015), pp.1-11.
https://search.emarefa.net/detail/BIM-1057830
American Medical Association (AMA)
Tian, Shu& Yin, Xu-Cheng& Wang, Zhi-Bin& Zhou, Fang& Hao, Hong-Wei. A VidEo-Based Intelligent Recognition and Decision System for the Phacoemulsification Cataract Surgery. Computational and Mathematical Methods in Medicine. 2015. Vol. 2015, no. 2015, pp.1-11.
https://search.emarefa.net/detail/BIM-1057830
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1057830