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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.Another way is to choose the data set specific to the property to be tested (e.g. A duplicate set is a second set of images of a person already in the database and was usually taken on a different day.There are 11 images per subject, one per different facial expression or configuration: center-light, w/glasses, happy, left-light, w/no glasses, normal, right-light, sad, sleepy, surprised, and wink.Contains 5760 single light source images of 10 subjects each seen under 576 viewing conditions (9 poses x 64 illumination conditions).The paper describing the database is available here.SCface DB Landmarks The database is comprised of 21 facial landmarks (from 4160 face images) from 130 users annotated manually by a human operator, as described in this paper.

Subjects in the released portion of the Cohn-Kanade AU-Coded Facial Expression Database are 100 university students. Sixty-five percent were female, 15 percent were African-American, and three percent were Asian or Latino.

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DATABASES When benchmarking an algorithm it is recommendable to use a standard test data set for researchers to be able to directly compare the results. The FERET database was collected in 15 sessions between August 1993 and July 1996.

Ten different images of each of 40 distinct subjects.

For some subjects, the images were taken at different times, varying the lighting, facial expressions (open / closed eyes, smiling / not smiling) and facial details (glasses / no glasses).

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