This paper submits novel hardware devise operating in capturing images in real-time instead of infrared LED via using SMD LED with Cannon Camera Micro lens which reveals precise details for vein and figure print at the same time. This research estimating the number for upgrading in figure vein heightening that not only has low computational complexity and distinguishing characterize empowerment, this shows a band of enrichment levels centered around ambiguous histogram equalization, two levels of estimation are done via vital approach formulated by reorganizing and cropping down the preprocessing steps of the original proposed method, to citation features, a combination of hierarchical Centroid and Histogram of Gradients was used, the two enrichments levels were estimated with K Nearest neighbor and deep neural networks using 6 fold stratified cross validation, the conclusion revealed enrichment as compared to three latest benchmarks in the field that used 6-fold validation
أ د خميس عواد زيدان | Khamis A. Zidan | 10857