MIT CSAIL
6.869: Advances in Computer Vision
Fall 2013
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Books
Computer vision:
[Sz]
Szeliski,
Computer Vision: Algorithms and Applications
,
Springer, 2010 (
online draft
)
[HZ]
Hartley and Zisserman,
Multiple View Geometry in Computer Vision
, Cambridge University Press, 2004
[FP]
Forsyth and Ponce,
Computer Vision: A Modern Approach
, Prentice Hall, 2002
[Pa]
Palmer,
Vision Science
, MIT Press, 1999
Learning:
[Mi]
Mitchel,
Machine Learning
,
McGraw-Hill, 1997
[DHS]
Duda, Hart and Stork,
Pattern Classification (2nd Edition)
, Wiley-Interscience, 2000
Graphical models:
[KF]
Koller and Friedman,
Probabilistic Graphical Models: Principles and Techniques
, MIT Press, 2009
Resources
Related courses:
Introduction to Computer Vision
, by Michael Black
Learning-Based Methods in Vision
, by Alyosha Efros
Computer Vision
, by Kristen Grauman
Computer Vision
, by Rob Fergus
Introduction to Computer Vision
, by Fei-Fei Li
Other resources:
The Computer Vision Industry
MATLAB:
MATLAB documentation
File Exchange
Code Vectorization Guide
Writing Fast MATLAB code
MATLAB array manipulation tips and tricks
Songs
The Fundamental Matrix Song
The RANSAC Song