Publication Details
Title: Face Recognition: a Summary of 1995 - 1997
Author: T. Fromherz
Group: ICSI Technical Reports
Date: August 1998
PDF: ftp://ftp.icsi.berkeley.edu/pub/techreports/1998/tr-98-027.pdf
Overview:
The development of face recognition over the past years allows an organization into three types of recognition algorithms, namely frontal, profile, and view-tolerant recognition, depending on the kind of imagery and the according recognition algorithms. While frontal recognition certainly is the classical approach, view-tolerant algorithms usually perform recognition in a more sophisticated fashion by taking into consideration some of the underlying physics, geometry, and statistics. Profile schemes as stand-alone systems have a rather marginal significance for identification. However, they are very practical either for fast coarse pre-searches of large face databases to reduce the computational load for a subsequent sophisticated algorithm, or as part of a hybrid recognition scheme. Such hybrid approaches have a special status among face recognition systems as they combine different recognition approaches in an either serial or parallel order to overcome the shortcomings of the individual components. Keywords: Face recognition, Identification, Authentication, Hybrid recognition, Classifiers
Bibliographic Information:
ICSI Technical Report TR-98-027
Bibliographic Reference:
T. Fromherz. Face Recognition: a Summary of 1995 - 1997. ICSI Technical Report TR-98-027, August 1998
Author: T. Fromherz
Group: ICSI Technical Reports
Date: August 1998
PDF: ftp://ftp.icsi.berkeley.edu/pub/techreports/1998/tr-98-027.pdf
Overview:
The development of face recognition over the past years allows an organization into three types of recognition algorithms, namely frontal, profile, and view-tolerant recognition, depending on the kind of imagery and the according recognition algorithms. While frontal recognition certainly is the classical approach, view-tolerant algorithms usually perform recognition in a more sophisticated fashion by taking into consideration some of the underlying physics, geometry, and statistics. Profile schemes as stand-alone systems have a rather marginal significance for identification. However, they are very practical either for fast coarse pre-searches of large face databases to reduce the computational load for a subsequent sophisticated algorithm, or as part of a hybrid recognition scheme. Such hybrid approaches have a special status among face recognition systems as they combine different recognition approaches in an either serial or parallel order to overcome the shortcomings of the individual components. Keywords: Face recognition, Identification, Authentication, Hybrid recognition, Classifiers
Bibliographic Information:
ICSI Technical Report TR-98-027
Bibliographic Reference:
T. Fromherz. Face Recognition: a Summary of 1995 - 1997. ICSI Technical Report TR-98-027, August 1998