Face Recognition: A Critical Look at Biologically-Inspired Approaches

This paper analyzes the merits of two biologically-inspired face recognition models, eigenf aces and graphmatching, in the context of related neurophysiological and psychophysical data. Given the ambiguity of current biological evidence, a more promising direction for future face recognition research is in the development of models that conform more closely to human perception of facial similarity.

[1]  Rahul Sukthankar,et al.  Memory-based face recognition for visitor identification , 2000, Proceedings Fourth IEEE International Conference on Automatic Face and Gesture Recognition (Cat. No. PR00580).

[2]  V. Bruce,et al.  A comparison of two computer-based face identification systems with human perceptions of faces , 1998, Vision Research.

[3]  Norbert Krüger,et al.  Face recognition by elastic bunch graph matching , 1997, Proceedings of International Conference on Image Processing.

[4]  Takeo Kanade,et al.  Neural network-based face detection , 1996, Proceedings CVPR IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[5]  David J. Kriegman,et al.  Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection , 1996, ECCV.

[6]  Dragutin Petkovic,et al.  The query by image content (QBIC) system , 1995, SIGMOD '95.

[7]  Rama Chellappa,et al.  Human and machine recognition of faces: a survey , 1995, Proc. IEEE.

[8]  Takeo Kanade,et al.  Picture Processing System by Computer Complex and Recognition of Human Faces , 1974 .

[9]  S. Ochs Integrative Activity of the Brain: An Interdisciplinary Approach , 1968 .

[10]  Thomas Fromherz,et al.  Face Recognition: a Summary of 1995 - 1997 , 1997 .

[11]  M. Turk,et al.  Eigenfaces for Recognition , 1991, Journal of Cognitive Neuroscience.

[12]  R. Desimone Face-Selective Cells in the Temporal Cortex of Monkeys , 1991, Journal of Cognitive Neuroscience.

[13]  D. B. Bender,et al.  Visual properties of neurons in inferotemporal cortex of the Macaque. , 1972, Journal of neurophysiology.

[14]  J. Konorski Integrative activity of the brain : an interdisciplinary approach , 1967 .

[15]  J. Konorski Integrative activity of the brain , 1967 .

[16]  E. Adrian The activity of the brain. , 1948, The Journal of the Royal Institute of Public Health and Hygiene.