論文

• Hiroki Nakahara, Haruyoshi Yonekawa, Tomoya Fujii, Masayuki Shimoda, Shimpei Sato. GUINNESS: A GUI based Binarized Deep Neural Network Framework for Software Programmers, IEICE Transactions on Information and Systems, Vol. E102-D, No. 5, pp. 1003-1011, May 2019.
• Tomoya Fujii, Shimpei Sato, Hiroki Nakahara. A Threshold Neuron Pruning for a Binarized Deep Neural Network on an FPGA, IEICE Transactions on Information and Systems, Vol. E101-D, No. 2, pp. 376-386, Feb. 2018.

国際会議発表 (査読有り)

• Akira Jinguji, Tomoya Fujii, Shimpei Sato, Hiroki Nakahara. An FPGA Realization of OpenPose based on a Sparse Weight Convolutional Neural Network, The 2018 International Conference on Field-Programmable Technology (FPT '18), Dec. 2018.
• Tomoya Fujii, Shimpei Sato, Hiroki Nakahara. A Design Algorithm for a Neuron Pruning Toward a Compact Binarized Deep Convolutional Neural Network on an FPGA, The 21st Workshop on Synthesis And System Integration of Mixed Information technologies (SASIMI 2018), Mar. 2018.
• Hiroki Nakahara, Haruyoshi Yonekawa, Tomoya Fujii, Shimpei Sato. A Lightweight YOLOv2: A Binarized CNN with A Parallel Support Vector Regression for an FPGA, The 26th ACM/SIGDA International Symposium on Field-Programmable Gate Arrays (FPGA 2018), Feb. 2018.
• Hiroki Nakahara, Tomoya Fujii, Shimpei Sato. A Fully Connected Layer Elimination for a Binarized Convolutional Neural Network on an FPGA, The 27th International Conference on Field-programmable Logic and Applications (FPL 2017), pp. 1-4, Sept. 2017.
• Hiroki Nakahara, Haruyoshi Yonekawa, Tomoya Fujii, Masayuki Shimoda, Shimpei Sato. GUINNESS: A GUI based neural network synthesizer for an FPGA, The 27th International Conference on Field-programmable Logic and Applications (FPL 2017), Sept. 2017.
• Tomoya Fujii, Shimpei Sato, Hiroki Nakahara, Masato Motomura. An FPGA Realization of a Deep Convolutional Neural Network using a Threshold Neuron Pruning, International Symposium on Applied Reconfigurable Computing (ARC2017), Apr. 2017.
• Hiroki Nakahara, Akira Jinguji, Tomoya Fujii, Shimpei Sato. An Acceleration of a Random Forest Classification using Altera SDK for OpenCL, The International Conference on Field-Programmable Technology (FPT 2016), Dec. 2016.

国内会議発表 (査読なし・不明)

• 藤井智也, 佐藤真平, 中原啓貴. FPGA向けの2値化畳み込みニューラルネットワークのニューロン刈りアルゴリズムについて, 第31回多値論理とその応用研究会, Jan. 2018.
• 宇山拓夢, 藤井智也, 米川晴義, 佐藤真平, 中原啓貴. Intel OpenCLを用いたディープニューラルネットワークのFPGA実現に関して, 電子情報通信学会技術研究報告, vol. 117, no. 379, pp. 13-18, Jan. 2018.
• 藤井智也, 佐藤真平, 中原啓貴, 本村真人. 畳込みニューラルネットワークのニューロン刈りによるメモリ量削減とFPGA実現について, 電子情報通信学会リコンフィギャラブルシステム研究会, Jan. 2017.
• Marina Yamasawa, Tomoya Fujii, Kota Goto, Masahito Ohue, Takashi Ishida, Kazuyuki Ishihara, Yutaka Akiyama. GPU/MPI Parallelization of Metagenomic Sequence Homology Search Tool and Its Application to Oral Metagenomics, Informatics in Biology, Medicine and Pharmacology 2016 (IIBMP2016), Sept. 2016.
• 藤井智也, 角田将典, 大上雅史, 石田貴士, 石原和幸, 秋山泰. GPUを用いたメタゲノム配列相同性解析ツールのMPI並列化と応用, 研究報告バイオ情報学（BIO）, 情報処理学会, 2016-BIO-45, 3, 1-4, Mar. 2016.  公式リンク  
  

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