Title :
A verification protocol and statistical performance analysis for face recognition algorithms
Author :
Rizvi, Syed A. ; Phillips, P. Jonathon ; Moon, Hyeonjoon
Author_Institution :
Coll. of Staten Island, City Univ. of New York, NY, USA
Abstract :
Two key performance characterization of biometric algorithms (face recognition in particular) are (1) verification performance and (2) and performance as a function of database size and composition. This characterization is required for developing robust face recognition algorithms and for successfully transitioning algorithms from the laboratory to real world. In this paper we (1) present a general verification protocol and apply it to the results from the Sep96 FERET test, and (2) discuss and present results on the effects of database size and variability on identification and verification performance
Keywords :
face recognition; formal verification; protocols; Sep96 FERET test; biometric algorithms; database size; face recognition algorithms; performance characterization; statistical performance analysis; verification performance; verification protocol; Educational institutions; Face recognition; Image databases; Moon; NIST; Performance analysis; Probes; Protocols; Read only memory; Testing;
Conference_Titel :
Computer Vision and Pattern Recognition, 1998. Proceedings. 1998 IEEE Computer Society Conference on
Conference_Location :
Santa Barbara, CA
Print_ISBN :
0-8186-8497-6
DOI :
10.1109/CVPR.1998.698701