527 Resources

Online References on Computer Vision

The Wikipedia entry on computer vision
The CVonline compendium of computer vision
Duke University Libraries. Click on E-Journals to find computer vision journals
The CMU Computer Vision web page is obsolete, but still has some useful data and information

D. A. Forsyth and J. Ponce, Computer Vision — A Modern Approach, second edition, Pearson 2012
R. Szeliski, Computer Vision — Algorithms and Applications, Springer 2011

The Open Source Computer Vision Library web page
A list of tutorials on Matlab
The Insight Toolkit (ITK), an open-source, cross-platform image processing library developed by the Insight Software Consortium with many participants
ImageJ, an image processing library in Java developed by Wayne Rasband
Irfanview, a free and powerful image viewer for Windows. Use xv on Unix and ToyViewer on OS X
Andrea Vedaldi's (UCLA) VLFeat toolbox, including an implementation of the SIFT operator and much more

C. M. Bishop, Pattern Recognition and Machine Learning, Springer 2006
T. Hastie, R. Tibshirani, and J. Friedman, The Elements of Statistical Learning — Data Mining, Inference, and Prediction, Springer 2001
K. P. Murphy, Machine Learning — A Probabilistic Perspective, MIT Press 2012
S. J. Dickinson, A. Leonardis, B. Schiele, and M. J. Tarr, editors, Object Categorization — Computer and Human Vision Perspectives, Cambridge 2009

Code for some of the algorithms in the textbook
MLPACK, a scalable C++ machine learning library developed at GeorgiaTech's fastlab
MLC++, a library of C++ classes for supervised machine learning developed by Ronny Kohavi
LIBSVM, a C++ and Java software library for support vector machines developed by Chih-Chung Chang and Chih-Jen Lin
SVM light, a C software library for support vector machines developed by Thorsten Joachims

The PASCAL Visual Object Classes Homepage with links to data sets for visual recognition
PASCAL 3D+, a data set for 3D object detection in the wild developed by Yu Xiang, Roozbeh Mottaghi and Silvio Savarese
The MNIST database of handwritten digits developed by Yann LeCun, Corinna Cortes, and Christopher J. C. Burges
NIST Special Database 19 of handprinted forms and characters (for purchase)
The CIFAR-10 dataset of 60,000 images in ten classes developed by Alex Krizhevsky
The Caltech 101 collections of images in 101 categories developed by Fei-Fei Li, Rob Fergus, and Pietro Perona
The Caltech 256 collections of images in 256 categories developed by Greg Griffin, Alex Holub, and Pietro Perona
The COIL-20 database and COIL-100 database of 20 and 100 objects respectively, imaged from 72 viewing directions, developed by Sameer Nene, Shree Nayar, and Hiroshi Murase
Labeled Faces in the Wild, a database of 13,000 face photos collected from the web by Gary Huang, Manu Ramesh, Tamara Berg, and Erik Learned-Miller
The Yale Face database of 11 images for each of 15 subjects, developed by Peter Belhumeur, Joao Hespanha, and David Kriegman, and an extended version with 28 faces in 9 poses and 64 illumination conditions, developed by Athinodoros Georghiades, Peter Belhumeur, and David Kriegman