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This paper proposes a novel method for the design of a pattern recognition system based on an integrated approach of local binary patterns (LBP) and content-addressable memory (CAM), which utilizes the logical resources on a field-programmable gate array (FPGA) device. The proposed system uses LBP frequencies instead of pixel data in order to perform exact pattern matching. A logic-based CAM is used to achieve high searching speed. The proposed system is implemented on Xilinx Virtex-7 FPGA and has the ability to recognize patterns regardless of their size and type. The implementation results show that the worst-case lookup time of the proposed system for one complete recognized pattern is merely 1.05 &#x03BC;s, which is 37.12% lower compared with the state-of-the-art pattern recognition system.

Fast Pattern Recognition Through an LBP Driven CAM on FPGA