Art

J-GLOBAL ID：201902241856056943   Reference number：19A1696655

Deep Learning Framework with Numerical Precision

演算精度を考慮したDNN設計フレームワークの開発

Author (3)： KIYAMA MASATO (熊本大) ,  AMAGASAKI MOTOKI (熊本大) ,  IIDA MASAHIRO (熊本大)
Material： 電子情報通信学会技術研究報告  (IEICE Technical Report (Institute of Electronics, Information and Communication Engineers))
Volume： 119  Issue： 18(RECONF2019 1-19)(Web)  Page： 79-84 (WEB ONLY)  Publication year： May. 02, 2019 
JST Material Number： S0532B  ISSN： 0913-5685  Document type： Proceedings
Article type： 原著論文  Country of issue： Japan (JPN)  Language： JAPANESE (JA)

Thesaurus term： *neural network(biomodel) ,  machine learning ,  *FPGA ,  accuracy ,  quantization ,  *framework ,  object-oriented language ,  software
Semi thesaurus term： Python ,  open source software ,  deep neural network ,  deep learning ,  Data Accuracy

JST classification (2)： General-purpose arithmetic and control units  (JC04020N) ,  Artificial intelligence  (JE08000Z)

Reference (17)：

• Roman A. Solovyev,Alexandr A. Kalinin, Alexander G. Kustov, Dmitry V. Telpukhov, Vladimir S. Ruhlov, ′′FPGA Implementation of Convolutional Neural Networks with Fixed-Point Calculations′′, ′′http://arxiv.org/abs/1808.09945′′, Sep 2018
• Kaiyuan Guo, Shulin Zeng, Jincheng Yu, Yu Wang, Huazhong Yang, ′′A Survey of FPGA Based Neural Network Accelerator′′, ′′http://arxiv.org/abs/1712.08934′′, Dec 2017
• Jiantao Qiu, Jie Wang, Song Yao, Kaiyuan Guo, Boxun Li, et al, ′′Going Deeper with Embedded FPGA Platform for Convolutional Neural Network′′, In Proceedings of the 2016 ACM/SIGDA International Symposium on FieldProgrammable Gate Arrays. ACM, 26-35, Feb 2016
• Junsong Wang, Qiuwen Lou, Xiaofan Zhang, Chao Zhu, Yonghua Lin, Deming Chen, ′′A Design Flow of Accelerating Hybrid Extremely Low Bit-width Neural Network in Embedded FPGA′′, ′′http://arxiv.org/abs/1808.04311′′, Jul 2018
• Kaiyuan Guo, Lingzhi Sui, Jiantao Qiu, Jincheng Yu, Junbin Wang, Song Yao, Song Han, Yu Wang, Huazhong Yang, ′′Angel-Eye: A Complete Design Flow for Mapping CNN onto Embedded FPGA′′, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, pp.35-47, May 2017

Terms in the title (3)： 設計 ,  フレームワーク ,  開発