Extending Concentricity Analysis by Deformable Templates for Improved Eye Extraction
Extending Concentricity Analysis by Deformable Templates for Improved Eye Extraction
We present a new two stage approach to extracting human eyes from face image by structure alone, without priming on likely position. First a concentricity map of the face is created; the eyes are usually amongst the highest peaks of this map. Next, the energy of a deformable eye template, initialised at concentricity peaks, is optimised using a genetic algorithm. The two highest energy locations are deemed to contain the eyes. We have improved the robustness of an earlier concentricity map and improved Yuille et al's eye template model by removing two parameters whilst also removing the template's dependency on internal energies. Our enhancements has been verified on a database of one thousand full frontal face images, yielding a success rate just exceeding 90% correct eye extraction.
1-6
Benn, D. E.
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Nixon, M. S.
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Carter, J. N.
e05be2f9-991d-4476-bb50-ae91606389da
March 1999
Benn, D. E.
c1d057b2-e443-4234-9cd7-ef3df75554df
Nixon, M. S.
2b5b9804-5a81-462a-82e6-92ee5fa74e12
Carter, J. N.
e05be2f9-991d-4476-bb50-ae91606389da
Benn, D. E., Nixon, M. S. and Carter, J. N.
(1999)
Extending Concentricity Analysis by Deformable Templates for Improved Eye Extraction.
Proceedings of the Second International Conference on Audio- and Video-Based Biometric Person Authentication AVBPA99.
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Conference or Workshop Item
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Abstract
We present a new two stage approach to extracting human eyes from face image by structure alone, without priming on likely position. First a concentricity map of the face is created; the eyes are usually amongst the highest peaks of this map. Next, the energy of a deformable eye template, initialised at concentricity peaks, is optimised using a genetic algorithm. The two highest energy locations are deemed to contain the eyes. We have improved the robustness of an earlier concentricity map and improved Yuille et al's eye template model by removing two parameters whilst also removing the template's dependency on internal energies. Our enhancements has been verified on a database of one thousand full frontal face images, yielding a success rate just exceeding 90% correct eye extraction.
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Published date: March 1999
Venue - Dates:
Proceedings of the Second International Conference on Audio- and Video-Based Biometric Person Authentication AVBPA99, 1999-03-01
Organisations:
Southampton Wireless Group
Identifiers
Local EPrints ID: 250639
URI: http://eprints.soton.ac.uk/id/eprint/250639
PURE UUID: a5aff31d-ac6f-4557-aaf9-2f9ce5dd80f6
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Date deposited: 22 Nov 1999
Last modified: 11 Dec 2021 02:38
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Contributors
Author:
D. E. Benn
Author:
J. N. Carter
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