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Biometric identification using vein patterns is a recent technique. The vein patterns are unique to each individual even in twins and they don"t change over age except their size. As veins are beneath the skin it is difficult to forge. BOSPHOROUS hand vein database is used in this work. Hand vein images are uploaded first and key points using Scale Invariant Feature Transform (SIFT) are extracted. Then the neural network is used for training these images. Finally neural network is used fordoi:10.5815/ijmsc.2015.03.02 fatcat:nqisrrghnngh3jtjasnds6ppgm