SoC Design of Hand Gesture Recognition with Deep Learning

碩士 === 國立交通大學 === 資訊科學與工程研究所 === 106 === This thesis targets on SoC design of hand gesture recognition based on deep learning. By integrating a CNN accelerator into Xilinx Zynq-7000 SoC, we implement a full hand gesture recognition system onto SoC platform with ARM Cortex-A9 CPU. In software side, w...

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Main Authors: Wu, Ya-Chiu, 吳雅就
Other Authors: Tsai, Chun-Jen
Format: Others
Language:zh-TW
Published: 2018
Online Access:http://ndltd.ncl.edu.tw/handle/zb7327
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spelling ndltd-TW-106NCTU53941182019-05-16T01:24:31Z http://ndltd.ncl.edu.tw/handle/zb7327 SoC Design of Hand Gesture Recognition with Deep Learning 利用類神經網路的手勢辨識系統晶片設計 Wu, Ya-Chiu 吳雅就 碩士 國立交通大學 資訊科學與工程研究所 106 This thesis targets on SoC design of hand gesture recognition based on deep learning. By integrating a CNN accelerator into Xilinx Zynq-7000 SoC, we implement a full hand gesture recognition system onto SoC platform with ARM Cortex-A9 CPU. In software side, we also provide a full solution include input image pre-processing about background removal and a pure C model of CNN computation for benchmarking the accelerator. We analyze the problems and solutions when design a CNN accelerator by collecting related works about the CNN accelerator and providing the benchmark of our work for future studies. Tsai, Chun-Jen 蔡淳仁 2018 學位論文 ; thesis 29 zh-TW
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description 碩士 === 國立交通大學 === 資訊科學與工程研究所 === 106 === This thesis targets on SoC design of hand gesture recognition based on deep learning. By integrating a CNN accelerator into Xilinx Zynq-7000 SoC, we implement a full hand gesture recognition system onto SoC platform with ARM Cortex-A9 CPU. In software side, we also provide a full solution include input image pre-processing about background removal and a pure C model of CNN computation for benchmarking the accelerator. We analyze the problems and solutions when design a CNN accelerator by collecting related works about the CNN accelerator and providing the benchmark of our work for future studies.
author2 Tsai, Chun-Jen
author_facet Tsai, Chun-Jen
Wu, Ya-Chiu
吳雅就
author Wu, Ya-Chiu
吳雅就
spellingShingle Wu, Ya-Chiu
吳雅就
SoC Design of Hand Gesture Recognition with Deep Learning
author_sort Wu, Ya-Chiu
title SoC Design of Hand Gesture Recognition with Deep Learning
title_short SoC Design of Hand Gesture Recognition with Deep Learning
title_full SoC Design of Hand Gesture Recognition with Deep Learning
title_fullStr SoC Design of Hand Gesture Recognition with Deep Learning
title_full_unstemmed SoC Design of Hand Gesture Recognition with Deep Learning
title_sort soc design of hand gesture recognition with deep learning
publishDate 2018
url http://ndltd.ncl.edu.tw/handle/zb7327
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