How to extract the knuckle region of hand without using ROIPOLY?

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I need to crop the knuckle region of hand,which I am using as a biometric trait. I found only Roipoly and imcrop commands which crops manually.But I need to crop automatically irrespective of position of hand.Please help me in this

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