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{{Short description|Dataset used for facial recognition system evaluation}}
The '''FERET database''' is a standard{{citation needed|date=February 2009}} dataset used for [[facial recognition system]] evaluation. The Face Recognition Technology (FERET) program is managed by the [[Defense Advanced Research Projects Agency]] (DARPA) and the [[National Institute of Standards and Technology]] (NIST). A [[database]] of facial imagery was collected between December 1993 and August 1996. In 2003 DARPA released a high-resolution, 24-bit color version of these images. The dataset tested includes 2,413 still facial images, representing 856 individuals.
The Facial Recognition Technology (FERET) database is a dataset used for [[facial recognition system]] evaluation as part of the [[FERET (facial recognition technology)|Face Recognition Technology (FERET) program]]. It was first established in 1993 under a collaborative effort between Harry Wechsler at [[George Mason University]] and Jonathon Phillips at the [[United States Army Research Laboratory|Army Research Laboratory]] in Adelphi, Maryland. The FERET database serves as a standard database of facial images for researchers to use to develop various algorithms and report results. The use of a common database also allowed one to compare the effectiveness of different approaches in methodology and gauge their strengths and weaknesses.<ref>{{Cite news|url=https://www.nist.gov/programs-projects/face-recognition-technology-feret|title=Face Recognition Technology (FERET)|last=Flanagan|first=Patricia|date=January 25, 2011|work=NIST|access-date=2018-07-11|language=en}}</ref>


The facial images for the database were collected between December 1993 and August 1996, accumulating a total of 14,126 images pertaining to 1,199 individuals along with 365 duplicate sets of images that were taken on a different day. In 2003, the [[DARPA|Defense Advanced Research Projects Agency (DARPA)]] released a high-resolution, 24-bit color version of these images. The dataset tested includes 2,413 still facial images, representing 856 individuals. The FERET database has been used by more than 460 research groups and is managed by the [[National Institute of Standards and Technology]] (NIST).<ref>{{Cite book|url=https://books.google.com/books?id=amVDaTdgKYcC&dq=Facial+Recognition+Technology+%28FERET%29+Database+%22army+research%22&pg=PA310|title=Handbook of Face Recognition|publisher=Springer-Verlag London|year=2011|isbn=978-0-85729-931-4|editor-last=Li|editor-first=Stan|pages=310–312|editor-last2=Jain|editor-first2=Anil}}</ref><ref>P. J. Phillips, H. Moon, S. A. Rizvi, and P. J. Rauss (January 7, 1999). "[https://ws680.nist.gov/publication/get_pdf.cfm?pub_id=900863 The FERET Evaluation Methodology for Face-recognition Algorithms]". ''NISTIR 6264 and IEEE Trans. Pattern Analysis and Machine Intelligence'', '''22'''(10), Oct. 2000.</ref>
The FERET program was set out to establish a large database of facial images that was gathered independently from the algorithm developers. Dr. Harry Wechsler at [[George Mason University]] was selected to direct the collection of this database. The database collection was a collaborative effort between Dr. Wechsler and Dr. Phillips.


==References==
==References==
{{Reflist}}
{{reflist}}

*P. Jonathon Phillips, Harry Wechsler, Jeffrey Huang, Patrick J. Rauss: The FERET database and evaluation procedure for face-recognition algorithms. Image Vision Comput. 16(5): 295-306 (1998)


==External links==
==External links==
* [http://www.itl.nist.gov/iad/humanid/feret/ Official website about the gray-scale version]
* [https://web.archive.org/web/20061113230709/http://www.itl.nist.gov/iad/humanid/feret/ Official website about the gray-scale version]
* [http://www.nist.gov/itl/iad/ig/colorferet.cfm/ Official website about the color version]
* [https://www.nist.gov/itl/iad/ig/colorferet.cfm/ Official website about the color version]
* [http://www.itl.nist.gov/iad/humanid/feret/feret_master.html More official information]
* [https://web.archive.org/web/20070102075359/http://www.itl.nist.gov/iad/humanid/feret/feret_master.html More official information]
* [http://www.nist.gov/humanid/feret/doc/FERET_PAMI_Oct_2000.pdf IEEE Transactions on Pattern Analysis and Machine Intelligence, VOL. 22, NO. 10, October 2000]
* [https://wayback.archive-it.org/all/20070418074246/http://www.itl.nist.gov/iad/humanid/feret/doc/FERET_PAMI_Oct_2000.pdf IEEE Transactions on Pattern Analysis and Machine Intelligence, VOL. 22, NO. 10, October 2000]
*[https://www.nist.gov/itl/iad/image-group/feret-face-recognition-technology-documents More documents about FERET]
* [http://www.frvt.org/FERET/default.htm FERET]


{{DEFAULTSORT:Feret Database}}
{{DEFAULTSORT:Feret Database}}
[[Category:Face recognition]]
[[Category:Biometric databases]]
[[Category:Datasets in computer vision]]
[[Category:Datasets in computer vision]]
[[Category:Facial recognition]]
[[Category:Scientific databases]]
[[Category:Scientific databases]]
[[Category:Test items]]
[[Category:Test items]]
[[Category:Machine learning task]]
[[Category:Automatic identification and data capture]]
[[Category:Surveillance]]

Latest revision as of 06:49, 14 April 2024

The Facial Recognition Technology (FERET) database is a dataset used for facial recognition system evaluation as part of the Face Recognition Technology (FERET) program. It was first established in 1993 under a collaborative effort between Harry Wechsler at George Mason University and Jonathon Phillips at the Army Research Laboratory in Adelphi, Maryland. The FERET database serves as a standard database of facial images for researchers to use to develop various algorithms and report results. The use of a common database also allowed one to compare the effectiveness of different approaches in methodology and gauge their strengths and weaknesses.[1]

The facial images for the database were collected between December 1993 and August 1996, accumulating a total of 14,126 images pertaining to 1,199 individuals along with 365 duplicate sets of images that were taken on a different day. In 2003, the Defense Advanced Research Projects Agency (DARPA) released a high-resolution, 24-bit color version of these images. The dataset tested includes 2,413 still facial images, representing 856 individuals. The FERET database has been used by more than 460 research groups and is managed by the National Institute of Standards and Technology (NIST).[2][3]

References

[edit]
  1. ^ Flanagan, Patricia (January 25, 2011). "Face Recognition Technology (FERET)". NIST. Retrieved 2018-07-11.
  2. ^ Li, Stan; Jain, Anil, eds. (2011). Handbook of Face Recognition. Springer-Verlag London. pp. 310–312. ISBN 978-0-85729-931-4.
  3. ^ P. J. Phillips, H. Moon, S. A. Rizvi, and P. J. Rauss (January 7, 1999). "The FERET Evaluation Methodology for Face-recognition Algorithms". NISTIR 6264 and IEEE Trans. Pattern Analysis and Machine Intelligence, 22(10), Oct. 2000.
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