diff --git a/share/openbr/openbr.bib b/share/openbr/openbr.bib
index 5c425eb..ea27eb9 100644
--- a/share/openbr/openbr.bib
+++ b/share/openbr/openbr.bib
@@ -104,7 +104,6 @@
   number={12},
   pages={2037--2041},
   year={2006},
-  publisher={IEEE}
 }
 
 @article{belhumeur1997eigenfaces,
@@ -115,11 +114,10 @@
   number={7},
   pages={711--720},
   year={1997},
-  publisher={IEEE}
 }
 
 @incollection{bolme2003csu,
-  title={The CSU face identification evaluation system: its purpose, features, and structure},
+  title={The {CSU} face identification evaluation system: its purpose, features, and structure},
   author={Bolme, David S and Beveridge, J Ross and Teixeira, Marcio and Draper, Bruce A},
   booktitle={Computer Vision Systems},
   pages={304--313},
@@ -132,8 +130,6 @@
   author={Bolme, David S and Draper, Bruce A and Beveridge, J Ross},
   booktitle={IEEE Conf. on Computer Vision and Pattern Recognition, 2009},
   pages={2105--2112},
-  year={2009},
-  organization={IEEE}
 }
 
 @article{bradski2000opencv,
@@ -150,10 +146,8 @@
 @inproceedings{cao2010face,
   title={Face recognition with learning-based descriptor},
   author={Cao, Zhimin and Yin, Qi and Tang, Xiaoou and Sun, Jian},
-  booktitle={Computer Vision and Pattern Recognition (CVPR), 2010 IEEE Conference on},
+  booktitle={IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), 2010},
   pages={2707--2714},
-  year={2010},
-  organization={IEEE}
 }
 
 @misc{founds2011nist,
@@ -229,10 +223,8 @@
 @inproceedings{klare2011aging,
   title={Face recognition across time lapse: On learning feature subspaces},
   author={Klare, Brendan and Jain, Anil K},
-  booktitle={Biometrics (IJCB), 2011 International Joint Conference on},
+  booktitle={IEEE International Joint Conf. on Biometrics (IJCB), 2011},
   pages={1--8},
-  year={2011},
-  organization={IEEE}
 }
 
 @inproceedings{li2009hfb,
@@ -240,17 +232,24 @@
   author={Li, Stan Z and Lei, Zhen and Ao, Meng},
   booktitle={IEEE Conf. on Computer Vision and Pattern Recognition Workshops, 2009},
   pages={1--8},
-  year={2009},
-  organization={IEEE}
+}
+
+@article{lowe2004distinctive,
+  title={Distinctive image features from scale-invariant keypoints},
+  author={Lowe, David G},
+  journal={International journal of computer vision},
+  volume={60},
+  number={2},
+  pages={91--110},
+  year={2004},
+  publisher={Springer}
 }
 
 @inproceedings{lui2012preliminary,
   title={Preliminary studies on the Good, the Bad, and the Ugly face recognition challenge problem},
   author={Lui, Yui Man and Bolme, D and Phillips, PJ and Beveridge, JR and Draper, BA},
-  booktitle={Computer Vision and Pattern Recognition Workshops (CVPRW), 2012 IEEE Computer Society Conference on},
-  pages={9--16},
-  year={2012},
-  organization={IEEE}
+  booktitle={IEEE Computer Society Conf. on Computer Vision and Pattern Recognition Workshops (CVPRW), 2012 },
+  pages={9--16}
 }
 
 @article{meyers2008using,
@@ -274,7 +273,7 @@
 }
 
 @article{phillips2000feret,
-  title={The FERET evaluation methodology for face-recognition algorithms},
+  title={The {FERET} evaluation methodology for face-recognition algorithms},
   author={Phillips, P. Jonathon and Moon, Hyeonjoon and Rizvi, Syed A. and Rauss, Patrick J.},
   journal={IEEE Trans. on Pattern Analysis and Machine Intelligence},
   volume={22},
@@ -287,10 +286,8 @@
 @inproceedings{phillips2011introduction,
   title={An introduction to the good, the bad, \& the ugly face recognition challenge problem},
   author={Phillips, P Jonathon and Beveridge, J Ross and Draper, Bruce A and Givens, Geof and O'Toole, Alice J and Bolme, David S and Dunlop, Joseph and Lui, Yui Man and Sahibzada, Hassan and Weimer, Samuel},
-  booktitle={Automatic Face \& Gesture Recognition and Workshops (FG 2011), 2011 IEEE International Conference on},
+  booktitle={IEEE International Conf. on Automatic Face \& Gesture Recognition (FG) Workshops, 2011},
   pages={346--353},
-  year={2011},
-  organization={IEEE}
 }
 
 @inproceedings{phillips2005overview,
@@ -299,14 +296,12 @@
   booktitle={IEEE Conf. on Computer Vision and Pattern Recognition, 2005},
   volume={1},
   pages={947--954},
-  year={2005},
-  organization={IEEE}
 }
 
 @article{tan2010enhanced,
   title={Enhanced local texture feature sets for face recognition under difficult lighting conditions},
   author={Tan, Xiaoyang and Triggs, Bill},
-  journal={Image Processing, IEEE Transactions on},
+  journal={IEEE Trans. on Image Processing},
   volume={19},
   number={6},
   pages={1635--1650},
@@ -359,9 +354,7 @@
     author={Wang, Xiaogang and Tang, Xiaoou},
     booktitle={IEEE Conf. on Computer Vision and Pattern Recognition, 2004},
     volume={2},
-    pages={II--259},
-    year={2004},
-    organization={IEEE}
+    pages={II--259}
 }
 
 @article{wang2009face,
@@ -378,10 +371,8 @@
 @inproceedings{yang2011articulated,
   title={Articulated pose estimation with flexible mixtures-of-parts},
   author={Yang, Yi and Ramanan, Deva},
-  booktitle={Computer Vision and Pattern Recognition (CVPR), 2011 IEEE Conference on},
+  booktitle={IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), 2011},
   pages={1385--1392},
-  year={2011},
-  organization={IEEE}
 }
 
 @article{yu2001direct,
@@ -399,7 +390,5 @@
   title={Coupled information-theoretic encoding for face photo-sketch recognition},
   author={Zhang, Wei and Wang, Xiaogang and Tang, Xiaoou},
   booktitle={IEEE Conf. on Computer Vision and Pattern Recognition, 2011},
-  pages={513--520},
-  year={2011},
-  organization={IEEE}
+  pages={513--520}
 }