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If, on the other hand, an algorithm needs to be trained with more images per class (like LDA), Yale face database is probably more appropriate than FERET. Gross, Face Databases, Handbook of Face Recognition, Stan Z. Jain, ed., Springer-Verlag, February 2005, 22 pages link Testing protocols: Face Image ISO Compliance Verification Benchmark Area - FVC-on Going is a web-based automated evaluation system developed to evaluate biometric algorithms. This time lapse was important because it enabled researchers to study, for the first time, changes in a subject's appearance that occur over a year.Algorithms submitted to the Face Compliance Verification to ISO standard (FICV) benchmark area are required to check the compliance of face images to ISO/IEC 19794-5 standard. SCface - Surveillance Cameras Face Database SCface is a database of static images of human faces.

While there are many databases in use currently, the choice of an appropriate database to be used should be made based on the task given (aging, expressions, lighting etc). The database contains 1564 sets of images for a total of 14,126 images that includes 1199 individuals and 365 duplicate sets of images.SCface database is freely available to research community.The paper describing the database is available here.PIE Database, CMU A database of 41,368 images of 68 people, each person under 13 different poses, 43 different illumination conditions, and with 4 different expressions.Project - Face In Action (FIA) Face Video Database, AMP, CMU Capturing scenario mimics the real world applications, for example, when a person is going through the airport check-in point.

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