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Auditory sensation, commonly called hearing, involves the transformation of sonic waves into neural impulses facilitated by the structures of the auditory organ. The prominent, flesh-like structure on the side of the head, called the auricle, directs sound waves towards the auditory canal. The auricle is often mislabeled as the pinna, a term more aligned with mobile structures like a feline's external ear. The auditory canal penetrates the cranium via the external auditory meatus of the...
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3D ear identification based on sparse representation.

Lin Zhang1, Zhixuan Ding1, Hongyu Li1

  • 1School of Software Engineering, Tongji University, Shanghai, China.

Plos One
|April 18, 2014
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Summary
This summary is machine-generated.

This study introduces a novel 3D ear identification system using sparse representation classification. The method offers an effective and efficient solution for automatic personal authentication via 3D ear biometrics.

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Area of Science:

  • Computer Science
  • Biometrics
  • Pattern Recognition

Background:

  • Biometrics offer high-confidence personal authentication.
  • 3D ear shape is a promising biometric trait due to rich features and ease of acquisition.
  • Existing Iterative Closest Point (ICP)-based methods struggle with one-to-many 3D ear identification.

Purpose of the Study:

  • To develop a novel, fully automatic 3D ear identification system.
  • To address the inefficiency of current methods in one-to-many identification scenarios.
  • To introduce sparse representation classification to 3D ear identification.

Main Methods:

  • A template-based method for accurate and efficient 3D ear detection.
  • Representation of extracted ear regions in a canonical coordinate system.
  • Feature extraction using a Principal Component Analysis (PCA)-based local descriptor.
  • Classification using sparse representation classification (l1-minimization).

Main Results:

  • The proposed system demonstrates effectiveness and efficiency in 3D ear identification.
  • The template-based detection and PCA features facilitate subsequent stages.
  • Sparse representation classification proves suitable for this biometric task.
  • Experimental results on a benchmark dataset validate the approach.

Conclusions:

  • The developed system provides an effective and efficient solution for 3D ear identification.
  • This work is the first to apply sparse representation to 3D ear identification.
  • The proposed method advances automatic personal authentication using 3D ear biometrics.