A High Speed Image Preprocessing Hardware Accelerator for Vision Inspection

碩士 === 國立中央大學 === 資訊工程學系 === 106 === The machine vision is used in industrial automation production extensively, the inspection environment sometimes influences the imaging quality, so that the subsequent image processing and recognition performance are degraded, and then the overall performance of...

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Main Authors: Jheng-Lun Ho, 何政倫
Other Authors: 陳慶瀚
Format: Others
Language:zh-TW
Published: 2018
Online Access:http://ndltd.ncl.edu.tw/handle/x4p2gv
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spelling ndltd-TW-106NCU053920422019-10-31T05:22:23Z http://ndltd.ncl.edu.tw/handle/x4p2gv A High Speed Image Preprocessing Hardware Accelerator for Vision Inspection 高速視覺檢測影像前處理硬體加速器 Jheng-Lun Ho 何政倫 碩士 國立中央大學 資訊工程學系 106 The machine vision is used in industrial automation production extensively, the inspection environment sometimes influences the imaging quality, so that the subsequent image processing and recognition performance are degraded, and then the overall performance of automatic control system is influenced. This study develops an image preprocessing hardware accelerator for high speed vision inspection systems to improve the imaging quality and performance of machine vision system. We design adaptive image enhancement ADPSHE and adaptive Wellner binarization hardware accelerator. The effect of environment on the inspection efficiency is reduced by two kinds of image preprocessing, the image quality is upgraded, and high speed processing performance is implemented. In order to meet the requirement for different image computing masks, an elastic hardware architecture which can adjust the mask size dynamically is designed, a new image preprocessing hardware accelerator can be obtained by command register setting without changing the circuit. Finally, the image preprocessing hardware accelerator performance is validated by FPGA. On the frequency of 127.81Mhz, this system can process 61 frames with images per second, applicable to real-time, high imaging quality and elastic embedded visual inspection. 陳慶瀚 2018 學位論文 ; thesis 101 zh-TW
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language zh-TW
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description 碩士 === 國立中央大學 === 資訊工程學系 === 106 === The machine vision is used in industrial automation production extensively, the inspection environment sometimes influences the imaging quality, so that the subsequent image processing and recognition performance are degraded, and then the overall performance of automatic control system is influenced. This study develops an image preprocessing hardware accelerator for high speed vision inspection systems to improve the imaging quality and performance of machine vision system. We design adaptive image enhancement ADPSHE and adaptive Wellner binarization hardware accelerator. The effect of environment on the inspection efficiency is reduced by two kinds of image preprocessing, the image quality is upgraded, and high speed processing performance is implemented. In order to meet the requirement for different image computing masks, an elastic hardware architecture which can adjust the mask size dynamically is designed, a new image preprocessing hardware accelerator can be obtained by command register setting without changing the circuit. Finally, the image preprocessing hardware accelerator performance is validated by FPGA. On the frequency of 127.81Mhz, this system can process 61 frames with images per second, applicable to real-time, high imaging quality and elastic embedded visual inspection.
author2 陳慶瀚
author_facet 陳慶瀚
Jheng-Lun Ho
何政倫
author Jheng-Lun Ho
何政倫
spellingShingle Jheng-Lun Ho
何政倫
A High Speed Image Preprocessing Hardware Accelerator for Vision Inspection
author_sort Jheng-Lun Ho
title A High Speed Image Preprocessing Hardware Accelerator for Vision Inspection
title_short A High Speed Image Preprocessing Hardware Accelerator for Vision Inspection
title_full A High Speed Image Preprocessing Hardware Accelerator for Vision Inspection
title_fullStr A High Speed Image Preprocessing Hardware Accelerator for Vision Inspection
title_full_unstemmed A High Speed Image Preprocessing Hardware Accelerator for Vision Inspection
title_sort high speed image preprocessing hardware accelerator for vision inspection
publishDate 2018
url http://ndltd.ncl.edu.tw/handle/x4p2gv
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