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HOG feature extraction

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emerson_11

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I want to train my support vector machine to classify human vs non human using matlab. In training phase am getting a large feature vector matrix around 1*335214 for a single human image. Is there a way to reduce the feature vector size or to select the location of human alone?
 

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