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Improve the efficiency of HOG for people detection

Hie,

I'm looking for ways to improve the performance and efficiency of HOG for people detection. The current peopledetector function results in quite a few false positives and some false negatives when I give an input video. Is there any method to improve it ? Or should I go with training?