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How to detect multiple fingers on "natural" background

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How to detect multiple fingers on a "natural" background, e.g. forest as background, shadow on the fingers/dirty fingers? Train a cascade, use HOG, use 3d-camera, combine detection methods? Thanks in advantage

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