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An Introduction to Computer Vision

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This document provides an introduction to computer vision. It summarizes the state of the field, including popular challenges like PASCAL VOC and SRVC. It describes commonly used algorithms like SIFT for feature extraction and bag-of-words models. It also discusses machine learning methods applied to computer vision like support vector machines, randomized forests, boosting, and Viola-Jones face detection. Examples of results from applying these techniques to object classification problems are also provided.

Technology
1 of 26
An Introduction to Computer Vision Matthew Dockrey June 18, 2009
Introduction ,[object Object],[object Object],[object Object]
PASCAL VOC Data Table by Mark Everingham
PASCAL VOC Results Table by Mark Everingham
SRVC
SRVC Results Table by Paul E. Rybski Alexei Efros
What is computer vision? ,[object Object],[object Object],[object Object]
Scale-invariant feature transform (SIFT) ,[object Object],[object Object],[object Object],[object Object]
SIFT – Point Detection Images by David Lowe
SIFT – Point Descriptor ,[object Object]
SIFT Feature ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
SIFT Image Matching ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Goal: Object Classifier ,[object Object],[object Object]
...do we really need context?
No. ,[object Object]
[object Object]
Bag of Words ,[object Object],[object Object],[object Object],[object Object],[object Object]
Support Vector Machine (SVM) ,[object Object],[object Object],[object Object]
Training Data ,[object Object],[object Object],[object Object],[object Object],[object Object]
Bag of Words Classifier ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Classifier Results ,[object Object],[object Object],[object Object]
Any questions?
Other Machine Learning Systems ,[object Object],[object Object]
Other Machine Learning Systems ,[object Object],[object Object]
Viola Jones Face Detector ,[object Object]
Summed Area Table / Integral Image ,[object Object]

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An Introduction to Computer Vision