At&t face database download
The following is a directory of databases containing face stimulus sets available for use in behavioral studies.
The benchmarks section lists all benchmarks using a given dataset or any of its variants. We use variants to distinguish between results evaluated on slightly different versions of the same dataset. All the images were taken against a dark homogeneous background with the subjects in an upright, frontal position with tolerance for some side movement. The size of each image is 92x pixels, with grey levels per pixel. Stay informed on the latest trending ML papers with code, research developments, libraries, methods, and datasets. Read previous issues.
At&t face database download
Each image is converted to a feature vector i. But using Neural networks or SVM on a data with a feature vector of that size will increase the computational a lot. So, dimension reduction techniques like PCA were used to reduce the dimensions or bring latent factors from large data. We can also call them Eigen faces as a mean profile for all the images is constructed first and then we take the top k faces that can identify the uniqueness of all images. Each image can be represented as a combination of these eigen faces with some error, but that is very minimal that we cannot observe much differene between the two. Skip to content. You signed in with another tab or window. Reload to refresh your session. You signed out in another tab or window. You switched accounts on another tab or window. Dismiss alert. Notifications Fork 2 Star 2. Branches Tags. Go to file.
Citation: Milborrow, S. The images have high criterion validity and good test—retest reliability. All scrambled images are x jpeg files 96 dpi.
Name: AR Face Database Color Images: Yes Image Size: x Number of unique people: ; 70 Male, 56 Female Number of pictures per person: 26 Different Conditions: All frontal views of: neutral expression, smile, anger, scream, left light on, right light on, all sides lights on, wearing sun glasses, wearing sun glassses and left light on, wearing sun glasses and right light on, wearing scarf, wearing scarf and left light on, wearing scarf and right light on; second sessions repeated same conditions. Citation reference: A. Martinez and R. The AR Face Database. Citation reference: Not sure - contact Peter Hancock pjbh1 stir. Milborrow, J.
The database consists of images of 40 distinct subjects, each in 10 different facial positions and expressions. I had been interested in whether a particular statistical model could recover the 'true' partition in these data, or isolate images of distinct subjects, using only the image data. Each image is 92 x pixels in dimension, taking black-and-white integer values in the 8-bit range 0 to We can look to data-squashing to help here. Actually, I'm not sure the term 'data-squashing' was intended for methods like PCA, but it seems appropriate to me. Principal components analysis PCA was used to reduce the dataset dimensionality. PCA finds a linear transformation of high-dimensional data such that most of the data variability is concentrated onto fewer dimensions.
At&t face database download
The following is a directory of databases containing face stimulus sets available for use in behavioral studies. Please read the rights, permissions, licensing information on the database's webpage before proceeding with use. This database contains 10, natural face photographs and several measures for 2, of the faces, including memorability scores, computer vision and psychology attributes, and landmark point annotations. Citation: Bainbridge, W. The intrinsic memorability of face images. Journal of Experimental Psychology: General. Journal of Experimental Psychology: General, 4 , The American Multiracial Face Database contains faces smiling and neutral expression poses with mixed-race heritage and accompanying ratings of those faces by naive observers that are freely available to academic researchers. The faces were rated on attractiveness, emotional expression, racial ambiguity, masculinity, racial group membership s , gender group membership s , warmth, competence, dominance, and trustworthiness.
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Contact: Stephen Milborrow, milbo sonic. Face recognition using hidden Markov models Doctoral dissertation, University of Cambridge. Please read the rights, permissions, licensing information on the database's webpage before proceeding with use. Motion as a cue to face recognition: Evidence from congenital prosopagnosia. Citation reference: Not sure - contact Peter Hancock pjbh1 stir. Each subject is attempting to spoof a target identity celebrity Citation: C. Note: The Psychological Image Collection at Stirling contains a number of databases, below are listed the four largest ones. Contact: Mike Burton, mike. FaReT: A free and open-source toolkit of three-dimensional models and software to study face perception. The resulting database has faces of adults age , 76 adults age , adults age , and adults age 70 and older.
Each image is converted to a feature vector i. But using Neural networks or SVM on a data with a feature vector of that size will increase the computational a lot.
Phillips, V. Holland, C. Behavior research Methods, 42, In Proc. The set is made up of nearly photographs of over children ages making 7 different facial expressions - happy, angry, sad, fearful, surprise, neutral, and disgust. High-resolution standardized photographs were taken and supported by the following materials: a basic demographic and appearance-related information, b two types of landmark configurations for Webmorph and geometric morphometrics GM , c facial width-to-height ratio fWHR measurement, d information on photography parameters, e perceptual norms provided by raters. The London Set contains Images are of adult faces x pixels in full color. Citations: varies Contact: Alexander Todorov , University of Chicago Database 1 randomly generated faces parametrically manipulated to vary on their perceived value on social dimensions such as trustworthiness and dominance. Citation: Strohminger, N. Name: AR Face Database. Each individual is shown in a range of poses from profile to frontal views — each in a separate directory labelled 1a, 1b, … 1t and images are numbered consecutively as they were taken.
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