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Exact human shape extraction.

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I am trying to recognize human in images. I have tried using the **haarcascade_fullbody.xml** and **hogcascade_pedestrians**. Both give kind of okay results. I am trying to get the human body recognised. Are there any better methods to get it done. Also, I am interested in having the exact shape of human body extracted i.e **silhouette of body** and not the bounding rectangle box around the human. Could someone suggest me a way to be able to do this?

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