Cargando…
Phacoemulsification Cataract Surgery Affects the Discriminative Capacity of Iris Pattern Recognition
Cataract is a common ophthalmic disorder and the leading cause of blindness worldwide. While cataract is cured via surgical procedures, its impact on iris based biometric recognition has not been effectively studied. The key objective of this research is to assess the effect of cataract surgery on t...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2019
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6668423/ https://www.ncbi.nlm.nih.gov/pubmed/31366988 http://dx.doi.org/10.1038/s41598-019-47222-4 |
_version_ | 1783440213345828864 |
---|---|
author | Nigam, Ishan Keshari, Rohit Vatsa, Mayank Singh, Richa Bowyer, Kevin |
author_facet | Nigam, Ishan Keshari, Rohit Vatsa, Mayank Singh, Richa Bowyer, Kevin |
author_sort | Nigam, Ishan |
collection | PubMed |
description | Cataract is a common ophthalmic disorder and the leading cause of blindness worldwide. While cataract is cured via surgical procedures, its impact on iris based biometric recognition has not been effectively studied. The key objective of this research is to assess the effect of cataract surgery on the iris texture pattern as a means of personal authentication. We prepare and release the IIITD Cataract Surgery Database (CaSD) captured from 132 cataract patients using three commercial iris sensors. A non-comparative non-randomized cohort study is performed on the iris texture patterns in CaSD and authentication performance is studied using three biometric recognition systems. Performance is lower when matching pre-operative images to post-operative images (74.69 ± 9.77%) as compared to matching pre-operative images to pre-operative images (93.42 ± 1.76%). 100% recognition performance is observed on a control-group of healthy irises from 68 subjects. Authentication performance improves if cataract affected subjects are re-enrolled in the system, though re-enrollment does not ensure performance at par with pre-operative scenarios (86.67 ± 5.64%). The results indicate that cataract surgery affects the discriminative nature of the iris texture pattern. This finding raises concerns about the reliability of iris-based biometric recognition systems in the context of subjects undergoing cataract surgery. |
format | Online Article Text |
id | pubmed-6668423 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-66684232019-08-06 Phacoemulsification Cataract Surgery Affects the Discriminative Capacity of Iris Pattern Recognition Nigam, Ishan Keshari, Rohit Vatsa, Mayank Singh, Richa Bowyer, Kevin Sci Rep Article Cataract is a common ophthalmic disorder and the leading cause of blindness worldwide. While cataract is cured via surgical procedures, its impact on iris based biometric recognition has not been effectively studied. The key objective of this research is to assess the effect of cataract surgery on the iris texture pattern as a means of personal authentication. We prepare and release the IIITD Cataract Surgery Database (CaSD) captured from 132 cataract patients using three commercial iris sensors. A non-comparative non-randomized cohort study is performed on the iris texture patterns in CaSD and authentication performance is studied using three biometric recognition systems. Performance is lower when matching pre-operative images to post-operative images (74.69 ± 9.77%) as compared to matching pre-operative images to pre-operative images (93.42 ± 1.76%). 100% recognition performance is observed on a control-group of healthy irises from 68 subjects. Authentication performance improves if cataract affected subjects are re-enrolled in the system, though re-enrollment does not ensure performance at par with pre-operative scenarios (86.67 ± 5.64%). The results indicate that cataract surgery affects the discriminative nature of the iris texture pattern. This finding raises concerns about the reliability of iris-based biometric recognition systems in the context of subjects undergoing cataract surgery. Nature Publishing Group UK 2019-07-31 /pmc/articles/PMC6668423/ /pubmed/31366988 http://dx.doi.org/10.1038/s41598-019-47222-4 Text en © The Author(s) 2019 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Nigam, Ishan Keshari, Rohit Vatsa, Mayank Singh, Richa Bowyer, Kevin Phacoemulsification Cataract Surgery Affects the Discriminative Capacity of Iris Pattern Recognition |
title | Phacoemulsification Cataract Surgery Affects the Discriminative Capacity of Iris Pattern Recognition |
title_full | Phacoemulsification Cataract Surgery Affects the Discriminative Capacity of Iris Pattern Recognition |
title_fullStr | Phacoemulsification Cataract Surgery Affects the Discriminative Capacity of Iris Pattern Recognition |
title_full_unstemmed | Phacoemulsification Cataract Surgery Affects the Discriminative Capacity of Iris Pattern Recognition |
title_short | Phacoemulsification Cataract Surgery Affects the Discriminative Capacity of Iris Pattern Recognition |
title_sort | phacoemulsification cataract surgery affects the discriminative capacity of iris pattern recognition |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6668423/ https://www.ncbi.nlm.nih.gov/pubmed/31366988 http://dx.doi.org/10.1038/s41598-019-47222-4 |
work_keys_str_mv | AT nigamishan phacoemulsificationcataractsurgeryaffectsthediscriminativecapacityofirispatternrecognition AT kesharirohit phacoemulsificationcataractsurgeryaffectsthediscriminativecapacityofirispatternrecognition AT vatsamayank phacoemulsificationcataractsurgeryaffectsthediscriminativecapacityofirispatternrecognition AT singhricha phacoemulsificationcataractsurgeryaffectsthediscriminativecapacityofirispatternrecognition AT bowyerkevin phacoemulsificationcataractsurgeryaffectsthediscriminativecapacityofirispatternrecognition |