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Skin detection to create a mask. Use a classifier for pixels in hand such as EM() to create a cleaner map (optional). Find contour of hand.

1) Compare to known shapes using matchShapes().

2) Create a database of known shapes find some features to classify. Train classifier and then use for comparison on any new shapes found with this method.