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I never worked on hand recognition myself but whatever OpenCV question I see, usually answer is in "Learning OpenCV" book. I strongly recommending it, saves time. In this book hand recognition topic is discussed with contours.

https://www.google.com/search?q=contour+hand+opencv provides multpiple posts about it.