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FATEMEH ARBAB DEPARTMENT OF COMPUTER SCIENCE UNIVERSITY OF CALGARY FARBAB@UCALGARY.CA WINTER 2009 Ear Biometric
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Out line Introduction Anatomy of Ear Innarelli system Burge and Burger PCA Hurley, Nixon and Carter Akkermans, Kenvenaar and Schobben Conclusion 2
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Introduction Why Ear? Stable structure Predictable change with age It’s fixed position Collection hygiene issues Unlikely to cause anxiety 3
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Anatomy of Ear 4
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Innarelli System Used for forensic in 1949, USA Specified distances Race Sex 5
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Burge and Burger Neighbor Graph Matching, 1998 Ear print Voronoi Diagram Neighbor Graph 6
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Burge and Burger Improving FAR Still is not practical! Ear description is unstable Detected edges were occluded parts rather than surface discontinuities Occlusion with hair Thermogram 7
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Principle Component Analysis Basis elements in a Vector space 8
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Principle Component Analysis Implementation Recognition rate of 98.4% on a data set of 252 ear images 9
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Hurley, Nixon and Carter Force Field Transform, 2005 10
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Hurley, Nixon and Carter Force Field Transforms: Invertible transforms 11
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Hurley, Nixon and Carter Sample Promising results on small database 12
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Akkermans, Kenvenaar and Schobben Acoustic Ear Recognition, 2005 Correlation of emitted and reflected wave Applicable on headphones or modified mobile phones 31 and 17 samples, respectively 13
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Conclusion Summary ApproachNeighbor Graph Matching PCAForce Field Transform Acoustic Ear Recognition Data Source2D Active Identification Data Sizen/a189n/a Recognition Rate n/a98.4%n/a 14
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What else… Sample of 3D ear biometric Iterative Closest Point 15
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Major References [1]D. J. Hurley, B. Arbab-Zavar, M. S. Nixon, The Ear as a Biometric, Handbook of Biometrics, Springer, 2008, pp.131-150. [2]M. Burge, W. Burger, Ear Biometrics, BIOMETRICS: Personal Identification in a networked Society, Klumer Academic, 1998, pp. 273-286. [3]K. H. Pun, Y. S. Moon, Recent advances in Ear Biometrics, in the proceedings of Sixth IEEE International Conference on Automatic Face and Gesture Recognition, May 2004, pp. 164-169. [4]D. J. Hurley, M. S. Nixon, J. N. Carter, Force field feature extraction for ear biometrics, Computer Vision and Image Understanding, Elsevier Science, 2005, pp. 491-512. [5]A. H. M. Akkermans, T. A. M. Kenvenaar, D. W. E. Schobben, Acoustic Ear Recognition for person Identification, in the proceedings of the Fourth IEEE Workshop on Automatic Identification Advanced Technologies, 2005, pp. 219-223. [6] A. Okabe, B. Boots, K. Sugihara, Spatial Tessellations: concepts and applications of voronoi diagrams, John Wiley & Sons, 1992, chapter 3. 16
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Thank You! 17
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