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2020-05-22
Ito, Toshitaka, Itotani, Yuri, Wakabayashi, Shin'ichi, Nagayama, Shinobu, Inagi, Masato.  2018.  A Nearest Neighbor Search Engine Using Distance-Based Hashing. 2018 International Conference on Field-Programmable Technology (FPT). :150—157.
This paper proposes an FPGA-based nearest neighbor search engine for high-dimensional data, in which nearest neighbor search is performed based on distance-based hashing. The proposed hardware search engine implements a nearest neighbor search algorithm based on an extension of flexible distance-based hashing (FDH, for short), which finds an exact solution with high probability. The proposed engine is a parallel processing and pipelined circuit so that search results can be obtained in a short execution time. Experimental results show the effectiveness and efficiency of the proposed engine.