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Real-Time Detection and Measurement of Eye Features from Color Images
The accurate extraction and measurement of eye features is crucial to a variety of domains, including human-computer interaction, biometry, and medical research. This paper presents a fast and accurate method for extracting multiple features around the eyes: the center of the pupil, the iris radius,...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4970150/ https://www.ncbi.nlm.nih.gov/pubmed/27438838 http://dx.doi.org/10.3390/s16071105 |
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author | Borza, Diana Darabant, Adrian Sergiu Danescu, Radu |
author_facet | Borza, Diana Darabant, Adrian Sergiu Danescu, Radu |
author_sort | Borza, Diana |
collection | PubMed |
description | The accurate extraction and measurement of eye features is crucial to a variety of domains, including human-computer interaction, biometry, and medical research. This paper presents a fast and accurate method for extracting multiple features around the eyes: the center of the pupil, the iris radius, and the external shape of the eye. These features are extracted using a multistage algorithm. On the first stage the pupil center is localized using a fast circular symmetry detector and the iris radius is computed using radial gradient projections, and on the second stage the external shape of the eye (of the eyelids) is determined through a Monte Carlo sampling framework based on both color and shape information. Extensive experiments performed on a different dataset demonstrate the effectiveness of our approach. In addition, this work provides eye annotation data for a publicly-available database. |
format | Online Article Text |
id | pubmed-4970150 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-49701502016-08-04 Real-Time Detection and Measurement of Eye Features from Color Images Borza, Diana Darabant, Adrian Sergiu Danescu, Radu Sensors (Basel) Article The accurate extraction and measurement of eye features is crucial to a variety of domains, including human-computer interaction, biometry, and medical research. This paper presents a fast and accurate method for extracting multiple features around the eyes: the center of the pupil, the iris radius, and the external shape of the eye. These features are extracted using a multistage algorithm. On the first stage the pupil center is localized using a fast circular symmetry detector and the iris radius is computed using radial gradient projections, and on the second stage the external shape of the eye (of the eyelids) is determined through a Monte Carlo sampling framework based on both color and shape information. Extensive experiments performed on a different dataset demonstrate the effectiveness of our approach. In addition, this work provides eye annotation data for a publicly-available database. MDPI 2016-07-16 /pmc/articles/PMC4970150/ /pubmed/27438838 http://dx.doi.org/10.3390/s16071105 Text en © 2016 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC-BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Borza, Diana Darabant, Adrian Sergiu Danescu, Radu Real-Time Detection and Measurement of Eye Features from Color Images |
title | Real-Time Detection and Measurement of Eye Features from Color Images |
title_full | Real-Time Detection and Measurement of Eye Features from Color Images |
title_fullStr | Real-Time Detection and Measurement of Eye Features from Color Images |
title_full_unstemmed | Real-Time Detection and Measurement of Eye Features from Color Images |
title_short | Real-Time Detection and Measurement of Eye Features from Color Images |
title_sort | real-time detection and measurement of eye features from color images |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4970150/ https://www.ncbi.nlm.nih.gov/pubmed/27438838 http://dx.doi.org/10.3390/s16071105 |
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