Peter M. Groen / openbr

Commit a882ab003e48332d55aebbc369fcdb68d4bec47d

Authored by Scott Klum
2 parents cf3f7937 558943a4

Merge branch 'master' of https://github.com/biometrics/openbr

Inline Side-by-side
Showing 8 changed files with 350 additions and 345 deletions
CMakeLists.txt
  View file @a882ab0
... ... @@ -123,12 +123,6 @@ endif()
123 123 install(FILES CHANGELOG.md LICENSE.txt README.md DESTINATION .)
124 124 install(DIRECTORY data share DESTINATION .)
125 125 install(DIRECTORY ${BR_THIRDPARTY_SHARE} DESTINATION share)
126   -include(InstallDependencies)
127   -install_compiler_libraries()
128   -install_qt_libraries(QT_DEPENDENCIES)
129   -install_qt_imageformats()
130   -install_qt_misc()
131   -install_opencv_libraries(OPENCV_DEPENDENCIES)
132 126  
133 127 # Package
134 128 set(CPACK_BINARY_BUNDLE OFF)
... ...
openbr/CMakeLists.txt
  View file @a882ab0
... ... @@ -32,3 +32,9 @@ install(TARGETS openbr
32 32 ARCHIVE DESTINATION lib)
33 33 file(GLOB HEADERS *.h)
34 34 install(FILES ${HEADERS} DESTINATION include/openbr)
  35 +include(InstallDependencies)
  36 +install_compiler_libraries()
  37 +install_qt_libraries(QT_DEPENDENCIES)
  38 +install_qt_imageformats()
  39 +install_qt_misc()
  40 +install_opencv_libraries(OPENCV_DEPENDENCIES)
... ...
openbr/core/plot.cpp
  View file @a882ab0
... ... @@ -175,7 +175,7 @@ float Evaluate(const Mat &simmat, const Mat &mask, const QString &csv)
175 175 std::sort(comparisons.begin(), comparisons.end());
176 176  
177 177 QList<OperatingPoint> operatingPoints;
178   - QList<float> genuines; genuines.reserve(sqrt(comparisons.size()));
  178 + QList<float> genuines; genuines.reserve(sqrt((float)comparisons.size()));
179 179 QList<float> impostors; impostors.reserve(comparisons.size());
180 180 QVector<int> firstGenuineReturns(simmat.rows, 0);
181 181  
... ...
openbr/plugins/cvt.cpp
  View file @a882ab0
... ... @@ -25,35 +25,34 @@ namespace br
25 25  
26 26 /*!
27 27 * \ingroup transforms
28   - * \brief Colorspace conversion
  28 + * \brief Colorspace conversion.
29 29 * \author Josh Klontz \cite jklontz
30 30 */
31 31 class CvtTransform : public UntrainableTransform
32 32 {
33 33 Q_OBJECT
34   - Q_ENUMS(Code)
35   - Q_PROPERTY(Code code READ get_code WRITE set_code RESET reset_code STORED false)
  34 + Q_ENUMS(ColorSpace)
  35 + Q_PROPERTY(ColorSpace colorSpace READ get_colorSpace WRITE set_colorSpace RESET reset_colorSpace STORED false)
36 36 Q_PROPERTY(int channel READ get_channel WRITE set_channel RESET reset_channel STORED false)
37 37  
38 38 public:
39   - /*!< */
40   - enum Code { Gray = CV_BGR2GRAY,
41   - RGBGray = CV_RGB2GRAY,
42   - HLS = CV_BGR2HLS,
43   - HSV = CV_BGR2HSV,
44   - Lab = CV_BGR2Lab,
45   - Luv = CV_BGR2Luv,
46   - RGB = CV_BGR2RGB,
47   - XYZ = CV_BGR2XYZ,
48   - YCrCb = CV_BGR2YCrCb };
  39 + enum ColorSpace { Gray = CV_BGR2GRAY,
  40 + RGBGray = CV_RGB2GRAY,
  41 + HLS = CV_BGR2HLS,
  42 + HSV = CV_BGR2HSV,
  43 + Lab = CV_BGR2Lab,
  44 + Luv = CV_BGR2Luv,
  45 + RGB = CV_BGR2RGB,
  46 + XYZ = CV_BGR2XYZ,
  47 + YCrCb = CV_BGR2YCrCb };
49 48  
50 49 private:
51   - BR_PROPERTY(Code, code, Gray)
  50 + BR_PROPERTY(ColorSpace, colorSpace, Gray)
52 51 BR_PROPERTY(int, channel, -1)
53 52  
54 53 void project(const Template &src, Template &dst) const
55 54 {
56   - if (src.m().channels() > 1) cvtColor(src, dst, code);
  55 + if (src.m().channels() > 1) cvtColor(src, dst, colorSpace);
57 56 else dst = src;
58 57  
59 58 if (channel != -1) {
... ...
openbr/plugins/gallery.cpp
  View file @a882ab0
... ... @@ -841,6 +841,7 @@ BR_REGISTER(Gallery, googleGallery)
841 841 class statGallery : public Gallery
842 842 {
843 843 Q_OBJECT
  844 + QSet<QString> subjects;
844 845 QList<int> bytes;
845 846  
846 847 ~statGallery()
... ... @@ -854,7 +855,8 @@ class statGallery : public Gallery
854 855  
855 856 double bytesMean, bytesStdDev;
856 857 Common::MeanStdDev(bytes, &bytesMean, &bytesStdDev);
857   - printf("Empty Templates: %d/%d\nBytes/Template: %.4g +/- %.4g\n", emptyTemplates, emptyTemplates+bytes.size(), bytesMean, bytesStdDev);
  858 + printf("Subjects: %d\nEmpty Templates: %d/%d\nBytes/Template: %.4g +/- %.4g\n",
  859 + subjects.size(), emptyTemplates, emptyTemplates+bytes.size(), bytesMean, bytesStdDev);
858 860 }
859 861  
860 862 TemplateList readBlock(bool *done)
... ... @@ -865,6 +867,7 @@ class statGallery : public Gallery
865 867  
866 868 void write(const Template &t)
867 869 {
  870 + subjects.insert(t.file.subject());
868 871 bytes.append(t.bytes());
869 872 }
870 873 };
... ...
openbr/plugins/nec3.cpp
  View file @a882ab0
... ... @@ -5,7 +5,7 @@
5 5 #include <NeoFacePro.h>
6 6  
7 7 #include "openbr_internal.h"
8   -#include "core/resource.h"
  8 +#include "openbr/core/resource.h"
9 9  
10 10 using namespace br;
11 11  
... ...
openbr/plugins/output.cpp
  View file @a882ab0
... ... @@ -355,6 +355,23 @@ BR_REGISTER(Output, evalOutput)
355 355  
356 356 /*!
357 357 * \ingroup outputs
  358 + * \brief Discards the scores.
  359 + * \author Josh Klontz \cite jklontz
  360 + */
  361 +class nullOutput : public Output
  362 +{
  363 + Q_OBJECT
  364 +
  365 + void set(float value, int i, int j)
  366 + {
  367 + (void) value; (void) i; (void) j;
  368 + }
  369 +};
  370 +
  371 +BR_REGISTER(Output, nullOutput)
  372 +
  373 +/*!
  374 + * \ingroup outputs
358 375 * \brief Outputs highest ranked matches with scores.
359 376 * \author Scott Klum \cite sklum
360 377 */
... ...
share/openbr/openbr.bib
  View file @a882ab0
... ... @@ -96,324 +96,310 @@
96 96 Url = {http://www.R-project.org}}
97 97  
98 98 % Papers
99   -@incollection{ahonen04,
100   - Author = {Ahonen, Timo and Hadid, Abdenour and Pietik{\"a}inen, Matti},
101   - Booktitle = {Computer Vision-ECCV 2004},
102   - Pages = {469-481},
103   - Publisher = {Springer},
104   - Title = {Face recognition with local binary patterns},
105   - Year = {2004}}
106   -
107   -@inproceedings{arandjelovic12,
108   - Author = {Arandjelovic, R. and Zisserman, A.},
109   - Booktitle = {Computer Vision and Pattern Recognition (CVPR), 2012 IEEE Conference on},
110   - Title = {Three things everyone should know to improve object retrieval},
111   - Month = {June},
112   - Year = {2012},
113   - Pages = {2911-2918}}
114   -
115   -@article{bradski00,
116   - Author = {Bradski, Gary},
117   - Journal = {Doctor Dobbs Journal},
118   - Number = {11},
119   - Pages = {120-126},
120   - Publisher = {M AND T PUBLISHING INC},
121   - Title = {The {OpenCV} library},
122   - Volume = {25},
123   - Year = {2000}}
124   -
125   -@article{belhumeur97,
126   - Author = {Belhumeur, Peter N. and Hespanha, Joao P. and Kriegman, David J.},
127   - Journal = {Pattern Analysis and Machine Intelligence, IEEE Transactions on},
128   - Number = {7},
129   - Pages = {711-720},
130   - Publisher = {IEEE},
131   - Title = {Eigenfaces vs. fisherfaces: Recognition using class specific linear projection},
132   - Volume = {19},
133   - Year = {1997}}
134   -
135   -@inproceedings{belhumeur11,
136   - Author = {Belhumeur, P.N. and Jacobs, D.W. and Kriegman, D.J. and Kumar, N.},
137   - Booktitle = {Computer Vision and Pattern Recognition (CVPR), 2011 IEEE Conference on},
138   - Month = {jun},
139   - Pages = {545-552},
140   - Title = {Localizing parts of faces using a consensus of exemplars},
141   - Year = {2011}}
142   -
143   -@article{bolme03,
144   - Title={The {CSU} face identification evaluation system: its purpose, features, and structure},
145   - Author={Bolme, David and Ross Beveridge, J and Teixeira, Marcio and Draper, Bruce},
146   - Journal={Computer Vision Systems},
147   - Pages={304-313},
148   - Year={2003}}
149   -
150   -@inproceedings{bolme09,
151   - Author = {Bolme, D.S. and Draper, B.A. and Beveridge, J.R.},
152   - Booktitle = {Computer Vision and Pattern Recognition, 2009. CVPR 2009. IEEE Conference on},
153   - Month = {jun},
154   - Pages = {2105-2112},
155   - Title = {Average of Synthetic Exact Filters},
156   - Year = {2009}}
157   -
158   -@misc{founds11,
159   - Author = {Founds, A.P. and Orlans, N. and Whiddon, G. and Watson, C.},
160   - Howpublished = {www.nist.gov/itl/iad/ig/sd32.cfm},
161   - Title = {{NIST Special Database 32 - Multiple Encounter Dataset II (MEDS-II)}},
162   - Year = {2011}}
163   -
164   -@article{gacek04,
165   - Author = {Cristina Gacek and Budi Arief},
166   - Journal = {IEEE Software},
167   - Number = {21},
168   - Pages = {34-40},
169   - Volume = {1},
170   - Year = {2004}}
171   -
172   -@misc{grother12,
173   - Author = {Grother, P. and Quinn, G.W. and Ngan, M.},
174   - Title = {{Face Recognition Vendor Test (FRVT)} 2012},
175   - Month = {mar},
176   - Year = {2013},
177   - Url = {http://www.nist.gov/itl/iad/ig/frvt-2012.cfm}}
178   -
179   -@misc{grother13,
180   - Author = {Grother, P.},
181   - Title = {{MITRE FRVT Submission Question}},
182   - HowPublished = {Personal communication},
183   - Month = {jan},
184   - Year = {2013}}
185   -
186   -@article{hall09,
187   - Author = {Hall, Mark and Frank, Eibe and Holmes, Geoffrey and Pfahringer, Bernhard and Reutemann, Peter and Witten, Ian H},
188   - Journal = {ACM SIGKDD Explorations Newsletter},
189   - Number = {1},
190   - Pages = {10-18},
191   - Publisher = {ACM},
192   - Title = {The WEKA Data Mining Software: An Update},
193   - Volume = {11},
194   - Year = {2009}}
195   -
196   -@inproceedings{huang08,
197   - Author = {Huang, Gary B and Mattar, Marwan and Berg, Tamara and Learned-Miller, Eric and others},
198   - Booktitle = {Workshop on Faces in 'Real-Life' Images: Detection, Alignment, and Recognition},
199   - Title = {Labeled faces in the wild: A database forstudying face recognition in unconstrained environments},
200   - Year = {2008}}
201   -
202   -@article{ihaka96,
203   - Author = {Ihaka, Ross and Gentleman, Robert},
204   - Journal = {Journal of computational and graphical statistics},
205   - Number = {3},
206   - Pages = {299-314},
207   - Publisher = {Taylor \& Francis},
208   - Title = {R: A language for data analysis and graphics},
209   - Volume = {5},
210   - Year = {1996}}
211   -
212   -@article{jegou11,
213   - Author = {J{\'e}gou, H. and Douze, M. and Schmid, C.},
214   - Journal = {Pattern Analysis and Machine Intelligence, IEEE Transactions on},
215   - Month = {jan},
216   - Number = {1},
217   - Pages = {117-128},
218   - Title = {Product Quantization for Nearest Neighbor Search},
219   - Volume = {33},
220   - Year = {2011}}
221   -
222   -@inproceedings{klare11,
223   - Author = {Klare, B.},
224   - Booktitle = {Michigan State University Technical Report, {MSU-CSE-11-16}},
225   - Title = {Spectrally Sampled Structural Subspace Features ({4SF})},
226   - Year = {2011}}
227   -
228   -@inproceedings{klare12,
229   - Author = {Klare, B.F. and Jain, A.K.},
230   - Booktitle = {Biometrics: Theory, Applications and Systems (BTAS), 2012 IEEE Fifth International Conference on},
231   - Title = {Face recognition: Impostor-based measures of uniqueness and quality},
232   - Month = {sept},
233   - Pages = {237-244},
234   - Year = {2012}}
235   -
236   -@misc{lakhani07,
237   - Author = {Karim R. Lakhani, Lars Bo Jeppesen, Jill A. Panetta},
238   - Title = {The Value of Openness in Scientific Problem Solving},
239   - Publisher = {Division of Research, Harvard Business School},
240   - Year = {2007}}
241   -
242   -@book{laurent04,
243   - Author = {Andrew M. St. Laurent},
244   - Title = {Understanding Open Source \& Free Software Licensing},
245   - Publisher = {O'Reilly},
246   - Year = {2004}}
247   -
248   -@inproceedings{li09,
249   - Author = {Li, S.Z. and Lei, Z. and Ao, M.},
250   - Booktitle = {6th IEEE Workshop on Object Tracking and Classification Beyond and in the Visible Spectrum (OTCBVS, in conjunction with CVPR 2009)},
251   - Month = {jun},
252   - Title = {{The HFB Face Database} for {Heterogeneous Face Biometrics} Research},
253   - Year = {2009}}
254   -
255   -@inproceedings{lui12,
256   - Author = {Lui, Yui Man and Bolme, D and Phillips, PJ and Beveridge, JR and Draper, BA},
257   - Booktitle = {Computer Vision and Pattern Recognition Workshops (CVPRW), 2012 IEEE Computer Society Conference on},
258   - Organization = {IEEE},
259   - Pages = {9-16},
260   - Title = {Preliminary studies on the Good, the Bad, and the Ugly face recognition challenge problem},
261   - Year = {2012}}
262   -
263   -@article{martinez98,
264   - Author = {Martinez, A.M.},
265   - Journal = {CVC Technical Report},
266   - Title = {The {AR} face database},
267   - Volume = {24},
268   - Year = {1998}}
269   -
270   -@article{meyers08,
271   - Author = {Meyers, E. and Wolf, L.},
272   - Journal = {Int. Journal of Computer Vision},
273   - Number = {1},
274   - Pages = {93-104},
275   - Title = {Using biologically inspired features for face processing},
276   - Volume = {76},
277   - Year = {2008}}
278   -
279   -@article{milborrow08,
280   - Author = {S. Milborrow and F. Nicolls},
281   - Journal = {ECCV},
282   - Note = {www.milbo.users.sonic.net/stasm},
283   - Title = {Locating Facial Features with an Extended Active Shape Model},
284   - Year = {2008}}
285   -
286   -@inproceedings{messer99,
287   - Author = {Messer, K. and Matas, J. and Kittler, J. and Luettin, J. and Maitre, G.},
288   - Booktitle = {Second international conference on audio and video-based biometric person authentication},
289   - Organization = {Citeseer},
290   - Pages = {965-966},
291   - Title = {{XM2VTSDB}: The extended {M2VTS} database},
292   - Volume = {964},
293   - Year = {1999}}
294   -
295   -@article{moghaddam97,
296   - Author = {Moghaddam, B. and Pentland, A.},
297   - Journal = {Pattern Analysis and Machine Intelligence, IEEE Transactions on},
298   - Month = {jul},
299   - Number = {7},
300   - Pages = {696-710},
301   - Title = {Probabilistic Visual Learning for Object Representation},
302   - Volume = {19},
303   - Year = {1997}}
304   -
305   -@misc{osi,
306   - Title = {The Open Source Initiative},
307   - Url = {}}
308   -
309   -@article{phillips00,
310   - Author = {Phillips, P.J. and Moon, H. and Rizvi, S.A. and Rauss, P.J.},
311   - Journal = {Pattern Analysis and Machine Intelligence, IEEE Transactions on},
312   - Number = {10},
313   - Pages = {1090-1104},
314   - Publisher = {IEEE},
315   - Title = {The FERET evaluation methodology for face-recognition algorithms},
316   - Volume = {22},
317   - Year = {2000}}
318   -
319   -@inproceedings{phillips05,
320   - Author = {Phillips, P Jonathon and Flynn, Patrick J and Scruggs, Todd and Bowyer, Kevin W and Chang, Jin and Hoffman, Kevin and Marques, Joe and Min, Jaesik and Worek, William},
321   - Booktitle = {Computer vision and pattern recognition, 2005. CVPR 2005. IEEE computer society conference on},
322   - Organization = {IEEE},
323   - Pages = {947-954},
324   - Title = {Overview of the face recognition grand challenge},
325   - Volume = {1},
326   - Year = {2005}}
327   -
328   -@inproceedings{phillips11,
329   - Author = {Phillips, P.J. and Beveridge, J.R. and Draper, B.A. and Givens, G. and O'Toole, A.J. and Bolme, D.S. and Dunlop, J. and Yui Man Lui and Sahibzada, H. and Weimer, S.},
330   - Booktitle = {Automatic Face Gesture Recognition and Workshops (FG 2011), 2011 IEEE International Conference on},
331   - Month = {mar},
332   - Pages = {346-353},
333   - Title = {An Introduction to the Good, the Bad, and the Ugly Face Recognition Challenge Problem},
334   - Year = {2011}}
335   -
336   -@misc{raymond00,
337   - Title = {The cathedral \& the bazaar},
338   - url = {},
339   - Year = {2000}}
340   -
341   -@misc{sonnenburg07,
342   - Author = {Sรถren Sonnenburg and Mikio L. Braun and Samy Bengio and Leon Bottou and Geoffrey Holmes and Yann Lecun and Fernando Pereira and Carl Edward Rasmussen and Bernhard Schรถlkopf and Jason Weston},
343   - Title = {The Need for Open Source Software in Machine Learning},
344   - Year = {2007}}
345   -
346   -@article{turk91,
347   - Author = {Turk, Matthew and Pentland, Alex},
348   - Journal = {Journal of cognitive neuroscience},
349   - Number = {1},
350   - Pages = {71-86},
351   - Publisher = {MIT Press},
352   - Title = {Eigenfaces for recognition},
353   - Volume = {3},
354   - Year = {1991}}
355   -
356   -@article{wang09,
357   - Author = {Wang, Xiaogang and Tang, Xiaoou},
358   - Journal = {Pattern Analysis and Machine Intelligence, IEEE Transactions on},
359   - Number = {11},
360   - Pages = {1955-1967},
361   - Publisher = {IEEE},
362   - Title = {Face photo-sketch synthesis and recognition},
363   - Volume = {31},
364   - Year = {2009}}
365   -
366   -@article{weiss08,
367   - Author = {Weiss, Y. and Torralba A. and Fergus, J.},
368   - Journal = {Advances in Neural Information Processing Systems},
369   - Title = {Spectral Hashing},
370   - Year = {2008}}
371   -
372   -@inproceedings{wolf11,
373   - Author = {Wolf, L. and Hassner, T. and Maoz, I.},
374   - Booktitle = {Computer Vision and Pattern Recognition (CVPR), 2011 IEEE Conference on},
375   - Month = {june},
376   - Pages = {529-534},
377   - Title = {Face recognition in unconstrained videos with matched background similarity},
378   - Year = {2011}}
379   -
380   -@mastersthesis{zauner10,
381   - Author = {Zauner, C.},
382   - School = {Upper Austria University of Applied Sciences, Hagenberg Campus},
383   - Title = {Implementation and Benchmarking of Perceptual Image Hash Functions},
384   - Year = {2010}}
385   -
386   -@inproceedings{zhang11,
387   - Author = {Zhang, Wei and Wang, Xiaogang and Tang, Xiaoou},
388   - Booktitle = {Computer Vision and Pattern Recognition (CVPR), 2011 IEEE Conference on},
389   - Organization = {IEEE},
390   - Pages = {513-520},
391   - Title = {Coupled information-theoretic encoding for face photo-sketch recognition},
392   - Year = {2011}}
393   -
394   -@inproceedings{zhu11,
395   - Author = {Zhu, C. and Wen, F. and Sun J.},
396   - Booktitle = {Computer Vision and Pattern Recognition (CVPR), 2011 IEEE Conference on},
397   - Month = {jun},
398   - Pages = {481-488},
399   - Title = {A Rank-Order Distance Based Clustering Algorithm for Face Tagging},
400   - Year = {2011}}
401   -
402   -@book{gamma95,
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404   - Title = {Design Patterns},
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408   -
409   -@inproceedings{tan10,
410   - Author = {Tan, Xiaoyang and Triggs, B.},
411   - Booktitle = {Image Processing, IEEE Transactions on,},
412   - Title = {Enhanced local texture feature sets for face recognition under difficult lighting conditions},
413   - Year = 2010,
414   - Volume = 19,
415   - Issue = 6,
416   - Pages = {1635-1650}}
417   -
418   -
419   -
  99 +@article{ahonen2006face,
  100 + title={Face description with local binary patterns: Application to face recognition},
  101 + author={Ahonen, Timo and Hadid, Abdenour and Pietikainen, Matti},
  102 + journal={IEEE Trans. on Pattern Analysis and Machine Intelligence},
  103 + volume={28},
  104 + number={12},
  105 + pages={2037--2041},
  106 + year={2006},
  107 + publisher={IEEE}
  108 +}
  109 +
  110 +@article{belhumeur1997eigenfaces,
  111 + title={Eigenfaces vs. fisherfaces: Recognition using class specific linear projection},
  112 + author={Belhumeur, Peter N. and Hespanha, Joao P. and Kriegman, David J.},
  113 + journal={IEEE Trans. on Pattern Analysis and Machine Intelligence},
  114 + volume={19},
  115 + number={7},
  116 + pages={711--720},
  117 + year={1997},
  118 + publisher={IEEE}
  119 +}
  120 +
  121 +@incollection{bolme2003csu,
  122 + title={The CSU face identification evaluation system: its purpose, features, and structure},
  123 + author={Bolme, David S and Beveridge, J Ross and Teixeira, Marcio and Draper, Bruce A},
  124 + booktitle={Computer Vision Systems},
  125 + pages={304--313},
  126 + year={2003},
  127 + publisher={Springer}
  128 +}
  129 +
  130 +@inproceedings{bolme2009average,
  131 + title={Average of synthetic exact filters},
  132 + author={Bolme, David S and Draper, Bruce A and Beveridge, J Ross},
  133 + booktitle={IEEE Conf. on Computer Vision and Pattern Recognition, 2009},
  134 + pages={2105--2112},
  135 + year={2009},
  136 + organization={IEEE}
  137 +}
  138 +
  139 +@article{bradski2000opencv,
  140 + title={The opencv library},
  141 + author={Bradski, Gary},
  142 + journal={Doctor Dobbs Journal},
  143 + volume={25},
  144 + number={11},
  145 + pages={120--126},
  146 + year={2000},
  147 + publisher={M AND T PUBLISHING INC}
  148 +}
  149 +
  150 +@inproceedings{cao2010face,
  151 + title={Face recognition with learning-based descriptor},
  152 + author={Cao, Zhimin and Yin, Qi and Tang, Xiaoou and Sun, Jian},
  153 + booktitle={Computer Vision and Pattern Recognition (CVPR), 2010 IEEE Conference on},
  154 + pages={2707--2714},
  155 + year={2010},
  156 + organization={IEEE}
  157 +}
  158 +
  159 +@misc{founds2011nist,
  160 + author={Founds, A.P. and Orlans, N. and Whiddon, G. and Watson, C.},
  161 + howpublished={www.nist.gov/itl/iad/ig/sd32.cfm},
  162 + title={{NIST Special Database 32 - Multiple Encounter Dataset II (MEDS-II)}},
  163 + year={2011}
  164 +}
  165 +
  166 +@book{fukunaga1990,
  167 + title={{Introduction to Statistical Pattern Recognition}},
  168 + author={Fukunaga, Keinosuke},
  169 + year={1990},
  170 + publisher={Academic press}
  171 +}
  172 +
  173 +@misc{grother2013face,
  174 + author={Grother, P. and Quinn, G.W. and Ngan, M.},
  175 + title={{Face Recognition Vendor Test (FRVT)} 2012},
  176 + month={mar},
  177 + year={2013},
  178 + howpublished={http://www.nist.gov/itl/iad/ig/frvt-2012.cfm}
  179 +}
  180 +
  181 +@misc{grother2013mitre,
  182 + author={Grother, P.},
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... ...