Computer-aided evaluation of cataract surgery; a metric comparison of continuous circular capsulorhexis by trainee and specialist surgeons

Purpose: There is a correlation between the centration and quality of the continuous circular capsulorhexis (CCC) and the subsequent refractive outcomes in cataract surgery. We developed a novel software evaluation tool based on video processing to assess the execution of CCC by comparing trainee an...

Full description

Saved in:
Bibliographic Details
Main Authors: Laude, Augustinus, Aniyath, Praseedha Krishnan, Seow, Kiam Tian, Kwok, Jian Wah, Fam, Han Bor, Heng, Wee Jin, Rajan, Deepu
Other Authors: School of Computer Engineering
Format: Conference or Workshop Item
Language:English
Published: 2015
Subjects:
Online Access:https://hdl.handle.net/10356/79328
http://hdl.handle.net/10220/38761
http://iovs.arvojournals.org/article.aspx?articleid=2331014&resultClick=1
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Nanyang Technological University
Language: English
id sg-ntu-dr.10356-79328
record_format dspace
spelling sg-ntu-dr.10356-793282020-05-28T07:17:24Z Computer-aided evaluation of cataract surgery; a metric comparison of continuous circular capsulorhexis by trainee and specialist surgeons Laude, Augustinus Aniyath, Praseedha Krishnan Seow, Kiam Tian Kwok, Jian Wah Fam, Han Bor Heng, Wee Jin Rajan, Deepu School of Computer Engineering Investigative Ophthalmology & Visual Science Computer Science and Engineering Purpose: There is a correlation between the centration and quality of the continuous circular capsulorhexis (CCC) and the subsequent refractive outcomes in cataract surgery. We developed a novel software evaluation tool based on video processing to assess the execution of CCC by comparing trainee and specialist surgeons from a teaching hospital. The software incorporates a novel performance metric that quantifies their performance. Methods: We first detected the limbus of the eye in each video frame using Hough circle detection. Next, the capsulorhexis forceps is detected based on its linearity and specularity. Then a visual tool-tracking function is invoked based on an image similarity measure which is illumination invariant and computationally inexpensive. The number of capsular grasps is then found from a functional plot of distance between the pair of forceps tips. Other parameters computed include surgical efficiency with respect to surgical time, circularity index and absolute decentration of the CCC with respect to the optical centre. These parameters are integrated into a single novel performance metric for each surgery (Fig 1). Results: The software was implemented in MATLAB and we evaluated 35 capsulorhexis videos of surgeries done by 19 specialist and 16 trainee surgeons. The quantitative parameters for all videos are listed in Fig 2. A student t-test comparison of the mean performance metric scores found that the trainee group scored 0.4244 (±0.2) which was significantly lower than the specialist group which scored 0.8676 (±0.1) (P=0.0001), indicating that the two groups could be differentiated. Conclusions: We developed a tool for evaluation of the performance of capsulorhexis during cataract surgery. The proposed performance metric computed by the software could differentiate the two groups of surgeons. Using quantitative parameters, we can have an objective and repeatable way for surgical assessment to identify areas for improvement. Accepted version 2015-10-01T06:23:53Z 2019-12-06T13:22:41Z 2015-10-01T06:23:53Z 2019-12-06T13:22:41Z 2015 2015 Conference Paper Laude, A., Aniyath, P. K., Seow, K. T., Kwok, J. W., Fam, H. B., Heng, W. J., et al. (2015). Computer-aided evaluation of cataract surgery; a metric comparison of continuous circular capsulorhexis by trainee and specialist surgeons. Investigative Ophthalmology & Visual Science, 56(7), 132. https://hdl.handle.net/10356/79328 http://hdl.handle.net/10220/38761 http://iovs.arvojournals.org/article.aspx?articleid=2331014&resultClick=1 186427 en © 2015 Association for Research in Vision and Ophthalmology (ARVO). This is the author created version of a work that has been peer reviewed and accepted for publication by Investigative Ophthalmology & Visual Science, Association for Research in Vision and Ophthalmology (ARVO). It incorporates referee’s comments but changes resulting from the publishing process, such as copyediting, structural formatting, may not be reflected in this document. The published version is available at: [http://iovs.arvojournals.org/article.aspx?articleid=2331014&resultClick=1]. application/pdf image/jpeg image/jpeg
institution Nanyang Technological University
building NTU Library
country Singapore
collection DR-NTU
language English
topic Computer Science and Engineering
spellingShingle Computer Science and Engineering
Laude, Augustinus
Aniyath, Praseedha Krishnan
Seow, Kiam Tian
Kwok, Jian Wah
Fam, Han Bor
Heng, Wee Jin
Rajan, Deepu
Computer-aided evaluation of cataract surgery; a metric comparison of continuous circular capsulorhexis by trainee and specialist surgeons
description Purpose: There is a correlation between the centration and quality of the continuous circular capsulorhexis (CCC) and the subsequent refractive outcomes in cataract surgery. We developed a novel software evaluation tool based on video processing to assess the execution of CCC by comparing trainee and specialist surgeons from a teaching hospital. The software incorporates a novel performance metric that quantifies their performance. Methods: We first detected the limbus of the eye in each video frame using Hough circle detection. Next, the capsulorhexis forceps is detected based on its linearity and specularity. Then a visual tool-tracking function is invoked based on an image similarity measure which is illumination invariant and computationally inexpensive. The number of capsular grasps is then found from a functional plot of distance between the pair of forceps tips. Other parameters computed include surgical efficiency with respect to surgical time, circularity index and absolute decentration of the CCC with respect to the optical centre. These parameters are integrated into a single novel performance metric for each surgery (Fig 1). Results: The software was implemented in MATLAB and we evaluated 35 capsulorhexis videos of surgeries done by 19 specialist and 16 trainee surgeons. The quantitative parameters for all videos are listed in Fig 2. A student t-test comparison of the mean performance metric scores found that the trainee group scored 0.4244 (±0.2) which was significantly lower than the specialist group which scored 0.8676 (±0.1) (P=0.0001), indicating that the two groups could be differentiated. Conclusions: We developed a tool for evaluation of the performance of capsulorhexis during cataract surgery. The proposed performance metric computed by the software could differentiate the two groups of surgeons. Using quantitative parameters, we can have an objective and repeatable way for surgical assessment to identify areas for improvement.
author2 School of Computer Engineering
author_facet School of Computer Engineering
Laude, Augustinus
Aniyath, Praseedha Krishnan
Seow, Kiam Tian
Kwok, Jian Wah
Fam, Han Bor
Heng, Wee Jin
Rajan, Deepu
format Conference or Workshop Item
author Laude, Augustinus
Aniyath, Praseedha Krishnan
Seow, Kiam Tian
Kwok, Jian Wah
Fam, Han Bor
Heng, Wee Jin
Rajan, Deepu
author_sort Laude, Augustinus
title Computer-aided evaluation of cataract surgery; a metric comparison of continuous circular capsulorhexis by trainee and specialist surgeons
title_short Computer-aided evaluation of cataract surgery; a metric comparison of continuous circular capsulorhexis by trainee and specialist surgeons
title_full Computer-aided evaluation of cataract surgery; a metric comparison of continuous circular capsulorhexis by trainee and specialist surgeons
title_fullStr Computer-aided evaluation of cataract surgery; a metric comparison of continuous circular capsulorhexis by trainee and specialist surgeons
title_full_unstemmed Computer-aided evaluation of cataract surgery; a metric comparison of continuous circular capsulorhexis by trainee and specialist surgeons
title_sort computer-aided evaluation of cataract surgery; a metric comparison of continuous circular capsulorhexis by trainee and specialist surgeons
publishDate 2015
url https://hdl.handle.net/10356/79328
http://hdl.handle.net/10220/38761
http://iovs.arvojournals.org/article.aspx?articleid=2331014&resultClick=1
_version_ 1681057388086427648