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Face Detection techniques

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Abhineet Bhamra
Abhineet Bhamra
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Object Detection Using the Documented Viola-Jones Technique. Student: Nathan Faggian, Supervisors: Dr. Andrew Paplinski, Prof. Bala Srinivasan. Version 1.1
What is Object Detection? ,[object Object],[object Object],[object Object],[object Object]
How Is It Done? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Common Techniques ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Features of Good Techniques ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Paul Viola and Michael Jones ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
The Viola-Jones Technique ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Features ,[object Object],[object Object],[object Object],[object Object]
Integral images ,[object Object],[object Object]
Feature Extraction ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Weak Classifiers ,[object Object],[object Object],[object Object]
Feature/Classifier Evaluation ,[object Object],[object Object],[object Object],[object Object]
AdaBoost ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Hard examples are isolated…
Classifier error is driven down.
The Attentional Cascade ,[object Object],[object Object],[object Object]
Motivation for a cascade ,[object Object],[object Object],[object Object],[object Object],[object Object]
Implementations ,[object Object],[object Object],[object Object],[object Object],[object Object]
Current Progress ,[object Object],[object Object],[object Object]
An existing system ,[object Object],[object Object]
Questions? ,[object Object],[object Object],[object Object]

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