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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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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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.
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Tsai, Chun-Jen |
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Tsai, Chun-Jen Wu, Ya-Chiu 吳雅就 |
author |
Wu, Ya-Chiu 吳雅就 |
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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 |
work_keys_str_mv |
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