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Facial Recognition Technology(FERET) Database

The Facial Recognition Technology (FERET) Database Preferred Customer Preferred Customer 2 1903 2001-04-26T15:05:00Z 2001-04-26T15:05:00Z 6 1821 10382 Dell Computer Corporation 86 20 12749 9.2720 The Facial Recognition Technology(FERET) Database I. Introduction The FERET program ran from 1993 through 1997. Sponsored bythe Department of Defense's CounterdrugTechnology Development Program through the Defense Advanced ResearchProducts Agency (DARPA), its primary mission was to develop automatic facerecognition capabilities that could be employed to assist security,intelligence and law enforcement personnel in the performance of their duties. The FERET image corpus was assembled to support governmentmonitored testing and evaluation of face recognition algorithms usingstandardized tests and procedures. The final corpus, presented here, consistsof 14051 eight-bit grayscale images of human heads with views ranging fromfrontal to left and right profiles. The CDROM distribution that accompanies this documentconstitutes the first and final release of all the FERET imagery. A previouscollection provided to academic and industrial concerns from 1998 through toFebruary 2001 held just 3737 images. Results from the FERET evaluations havebeen published ;see the bibliography below. II. Nomenclature The naming convention for the FERET imagery in thisdistribution is of the form nnnnnxxfffq_yymmdd.ext where: nnnnn is a five digit integer that uniquely identifies the subject xx is a two lowercase character string that indicates the kind of imagery: Two letter code Pose Angle (degrees) Description Number in Database Number of Subjects Fa 0 = frontal Regular facial expression 1762 1010 Fb 0 Alternative facial expression 1518 1009 ba 0 Frontal "b" series 200 200 bj 0 Alternative expression to ba 200 200 bk 0 Different illumination to ba 200 200 bb +60 Subject faces to his left which is the photographer's right 200 200 bc +40 200 200 bd +25 200 200 be +15 200 200 bf -15 Subject faces to his right which is the photographer's left 200 200 bg -25 200 200 Bh -40 200 200 bi -60 200 200 ql -22.5 Quarter left and right 763 508 qr +22.5 763 508 hl -67.5 Half left and right 1246 904 hr +67.5 1298 939 pl -90 Profile left and right 1318 974 pr +90 1342 980 Ra +45 Random images. See note below. Positive angles indicate subject faces to photographer's right 322 264 Rb +10 322 264 Rc -10 613 429 Rd -45 292 238 Re -80 292 238 Notes: 1. fa indicates a regular frontal image 2. fb indicates an alternative frontal image, taken seconds afterthe corresponding fa 3. ba is a frontal images which is entirely analogous to the faseries 4. bj is an alternative frontal image, corresponding to a baimage, and analogous to the fb image 5. bk is also a frontal image corresponding to ba, but takenunder different lighting 6. bb through bi is a series of images taken with the expressintention of investigating pose angle effects (see below). Specfically, bf - biare symmetric analogues of bb - be. 7. ra through re are "random" orientations. Their precise angleis unknown. It appears that the pose angles are random but consistent. The poseangles in the table were derived by manual measurement of inter-eye distancesin the image, and in their corresponding frontal image. fff is a set of three binary (zero or one) single character flags. In order these denote: Indicates whether the image is releasable for publication. The flag has fallen into disuse: All images are available via this CDROM distribution, but still none may be published without the explicit written permission of the government. Image is histogram adjusted if this flag is 1 Indicates whether the image was captured using ASA 200 or 400 film, 0 implies 200. q is a modifier that is not always present. When it is, the meanings are as follows: Glasses worn. Note that this flag is a sufficient condition only, images of subjects wearing glasses do not necessarily carry this flag. Some retroactive re-truthing of such images to fix this problem is warranted. See also "c" below. Duplicate with different hair length. Glasses worn and different hair length Electronically scaled (resized) and histogram adjusted. Clothing has been electronically retouched. Image brightness has been reduced by 40% Image brightness has been reduced by 80% Image size has been reduced by 10%, with white border replacement Image size has been reduced by 20%, with white border replacement Image size has been reduced by 30%, with white border replacement Note that the modificationsd through j are the result of applying various off-line operations to realimages in the database; the "parent" image is that image without the "q"modifier present at all. 5. Thethree fields are the date that the picture was taken in year, month, dayformat. 6. Thefilename extension is .tif . The images onthe CDROMs carry an additional .bz2 suffixthat indicates that the files have been losslessly compressed using the free bzip2 compressor, supplied with thedatabase in misc/bzip2/ . III. Standard Testing Subsets Empirical testing of pattern recognition algorithms ispredicated on standardized data sets. Previously publications using FERETimages have reported performance on the images described below. The concepts ofgallery and probe sets apply: Each probe image [1] is matched against those in a gallery, and the ranked matches can be analyzedto produce recognition performance measures such a cumulative match score foridentification, and receiver operating characteristic for verificationapplications. Users are strongly encouraged to utilize the specificgallery and probe sets included in this FERET distribution. The reportsdetailed in the previous footnotes quote performance measures for contemporaryalgorithms on exactly these standardized test sets. These partitions of thecorpus defined by the *.names files in thedirectories underneath the to-level folder partitions/. The standard subsets have two distinct provenances. Thefirst was employed originally in the FERET tests themselves, and were usedagain in the Face Recognition Vendor Test 2000 (FRVT2000, see footnote 5 08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F005200650066003500300037003800330034003000340030000000 ). The second series were designed to evaluate thesensitivity of algorithms to head direction (pose angle) as part of the FRVT2000 tests. In the tables below the parenthesized numbers indicate thenumber of images in the respective sets. 1. FERET Tests September 1996 These tests employed frontal images gathered between 1993and 1996. The image sets are in the partitions/by_previously_reported/feret/ directory. Evaluation Task Recognized Names Gallery (1196) Probe Set Aging of subjects Duplicate I or T1 gallery.names probe_dup_1_*.names (722) Aging of subjects Duplicate II or T2 gallery.names probe_dup_2_*.names (234) Facial Expression fafb gallery.names probe_fafb_*.names (1195) Illumination fafc gallery.names probe_fafc_*.names (194) Note that all the above tests used a single gallery containing1196 images [2] . TheDuplicate I probe images were obtained anywhere between one minute and 1031days after [3] their respective gallery matches. The harder Duplicate II probe images re astrict subset of the Duplicate I images; they are those taken only at least 18 months [4] after their gallery entries. Forassessment of the effect of facial expression two probe sets have been used.There is usually only a few seconds between the capture of the gallery-probepairs. 2. FRVT 2000 Tests May 2000 The following four tests were conduced as part of the FacialRecognition Vendor Test 2000 [5] and used a single frontal gallery,and four non-frontal probe sets taken at increasing azimuthal [6] angles. The intention of these testswas to quantify the effect of non-frontal image capture on recognitionperformance. The images are named in the partitions/by_previously_reported/frvt2000/ directory. Evaluation Task Recognized Names Gallery (200) Probe Set Pose Azimuth 15 deg P1 gallery.names P1_probe.names (400) Pose Azimuth 25 deg P2 gallery.names P2_probe.names (400) Pose Azimuth 40 deg P3 gallery.names P3_probe.names (400) Pose Azimuth 60 deg P4 gallery.names P4_probe.names (400) The FRVT 2000 evaluation repeated the tests using the FERETDuplicate I and II imagery, used the working names T1 and T2 (see FRVT 2000report in footnote 5 08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F005200650066003500300037003800330034003000340030000000 ). The table and the accompanying figure show the relationshipsbetween the sets defined in the preceeding sections. FERET Subset 1 Feret Subset 2 Cardinality FERET Gallery Training CD 270 Duplicate I Training CD 184 Duplicate II Training CD 0 Probe set fafb Training CD 270 Probe set fafc Training CD 0 Probe set fafb Probe set fafc 0 Probe set fafb Duplicate I 0 Duplicate II Duplicate I 234 IV. Ground Truth Information The previous section describes the naming of the FERET imagefiles. Those file names encode the entire known ground truth information for each image. We have alsoincluded on the CDROM two alternative ground truth formats that may assist theuser in selection and inspection of FERET imagery. The directories data/cd_*/ground_truths/ contain those twoalternative markups, namely name_value and xml . Those directories contain precisely one filefor each image in the images directories. The name_value treeholds *.gnd files which contain ground truthentries of the form "name = value". For example "date_taken = 8 May 1982". The XML files are similar but are constrainedsyntactically by a Document Type Definition (DTD) which resides on theFERET website . Similarlylinked is a stylesheet that controls browser function. V. Contents of the CDROMs Each CDROM contains nine top-level directories, and twofiles, each of which is described below. The content of all the top-level directories is identical for each CDROMwith the obvious exception that the data directories contain disjoint subsets of the FERET imagery. In detail: Makefile top-levelrecursive Makefile for eigenface implementation bin variousexecutables for eigenface recognition data mainrepository of images and associated ground truth files doc documentation,FERET related publications and this file include toplevel C/C++ include files for eigenface implementation lib libraryfiles for eigenface executables misc collectionof files used in assembly and final preparation of this CDROM; eye-mouthcoordinate information for some images; the bzip2 decompressor partitions listsof image files relevant to certain tasks: by pose, expression, and subject;probe and gallery sets suitable for assessing recognition performance src C/C++source code hierarchy for the eigenface implementation test directorycontaining scripts and debugging code for eigenface-based recognition system VI. Contact Information To obtain a copy of the FERET database the user should seethe FERET homepage . Beyondthat enquires should be directed to feret@nist.gov . VII. Bibliography The following publications describe the construction and useof the FERET database. These publications. With the exception of the PAMI paperall are on the web or in the doc/feret directory on the CDROMs P. J. Phillips, H. Moon, P. J. Rauss, and S. Rizvi, " The FERET evaluation methodology for face recognition algorithms ", IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 22, No. 10, October 2000. P. J. Phillips, P. J. Rauss, and S. Z. Der," FERET (Face Recognition Technology) Recognition Algorithm Development and Test Results ",October 1996. Army Research Lab technical report 995. P. J. Phillips, H. Moon, P. J. Rauss, and S. Rizvi, " The FERET Evaluation Methodology for Face Recognition Algorithms ". S. Rizvi, P. J. Phillips and H. Moon, " The FERET Verification Testing Protocol for Face Recognition Algorithms ". [1] In the FERET protocol aprobe set contains one or more images from a set of individuals. Each personwill have exactly one match in the gallery. The gallery may contain images fromother individuals who are not in the probe population. [2] The tables in the publishedFERET reports in the previous footnote indicate that the gallery for theDuplicate II test held 864 images. This is erroneous; the correct number is1196. [3] TheDuplicate I probe set holds 722 images whose matches were taken between 0 and1031 days after the match. The median is 72 days and the mean is 251 days. [4] TheDuplicate II probe set contains 234 images from subjects whose gallery matchwas taken between 540 and 1031 days beforehand. The median is 569 and the meanis 627 days. Thus the Duplicate II probe images were taken at least 18 months after their gallery match. [5] The FRVT 2000 testsevaluated leading commercial face recognition vendors. They were sponsored bythe DoD Counterdrug Technology Development Program Office, the NationalInstitute of Justice, and the Defense Advanced Research Projects Agency, andwere administered between May and June 2000. For the final report see http://www.dodcounterdrug.com/facialrecognition . [6] To be explicit, non-frontaland azimuthal, mean here that the subject rotated his head and body about avertical axis facing in a direction other than toward the camera with eyes ahorizontal plane. The other degrees of freedom in which the head rotates abouthorizontal axes: pitch (looking up or down) and roll (tipping head on it'sside) are not represented in the FERET database.

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