Currently for face detection I am using svm classifier over HOG feature set.But I need to implement other classifiers over those HOG feature set and compare the results between them .What other classifiers can I use other than svm?
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There are plenty of other classification algorithms, a simple logistic regression could be a starting point. You could use logistic regression; implement gaussian process based classifier or random forrests/decision trees and many others with respective pro's and cons.
See e.g. this link for an overview

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