Implementation of Shock filter for Digital X-Ray image processing

碩士 === 國立交通大學 === 電機工程學系 === 102 === X-ray image might be corrupted by noise or blurring because of the signal transmission or the bad x-ray lens. This paper presents a two-stage shock filter based on Partial Differential Equations (PDE) to restore noisy blurred x-ray image. Shock filters are popula...

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Main Authors: Sun, Shang-Ting, 孫尚廷
Other Authors: Dung, Lan-Rong
Format: Others
Language:zh-TW
Published: 2013
Online Access:http://ndltd.ncl.edu.tw/handle/81685059537821652529
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spelling ndltd-TW-102NCTU54420162016-07-02T04:20:30Z http://ndltd.ncl.edu.tw/handle/81685059537821652529 Implementation of Shock filter for Digital X-Ray image processing 應用於X光影像之衝擊濾波器硬體實現 Sun, Shang-Ting 孫尚廷 碩士 國立交通大學 電機工程學系 102 X-ray image might be corrupted by noise or blurring because of the signal transmission or the bad x-ray lens. This paper presents a two-stage shock filter based on Partial Differential Equations (PDE) to restore noisy blurred x-ray image. Shock filters are popular morphological methods. They are used for noise removal, edge enhancement and image segmentation. Our experimental results show that the performances of the shock filter are excellent in x-ray image. The peak signal-to-noise ratio (PSNR) values are 38dB at least in restoring the noisy x-ray image. The sharpness of the image’s edges increase in enhancing the blurred x-ray image. Furthermore, this paper proposes a VLSI architecture for accelerating the high-definition (HD) x-ray image (944p) process. This paper implements the architecture in FPGA. The hardware cost is low because the computation of the shock filter is low complex. To achieve the real-time processing specification, this paper uses a 5-series shock filter architecture to implement computation of HD x-ray image. This paper demonstrates a 944p, 43.1-fps solution on 100MHz with 133k gate counts in Design Compiler, and with 2904 logic elements in FPGA. Dung, Lan-Rong 董蘭榮 2013 學位論文 ; thesis 68 zh-TW
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language zh-TW
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description 碩士 === 國立交通大學 === 電機工程學系 === 102 === X-ray image might be corrupted by noise or blurring because of the signal transmission or the bad x-ray lens. This paper presents a two-stage shock filter based on Partial Differential Equations (PDE) to restore noisy blurred x-ray image. Shock filters are popular morphological methods. They are used for noise removal, edge enhancement and image segmentation. Our experimental results show that the performances of the shock filter are excellent in x-ray image. The peak signal-to-noise ratio (PSNR) values are 38dB at least in restoring the noisy x-ray image. The sharpness of the image’s edges increase in enhancing the blurred x-ray image. Furthermore, this paper proposes a VLSI architecture for accelerating the high-definition (HD) x-ray image (944p) process. This paper implements the architecture in FPGA. The hardware cost is low because the computation of the shock filter is low complex. To achieve the real-time processing specification, this paper uses a 5-series shock filter architecture to implement computation of HD x-ray image. This paper demonstrates a 944p, 43.1-fps solution on 100MHz with 133k gate counts in Design Compiler, and with 2904 logic elements in FPGA.
author2 Dung, Lan-Rong
author_facet Dung, Lan-Rong
Sun, Shang-Ting
孫尚廷
author Sun, Shang-Ting
孫尚廷
spellingShingle Sun, Shang-Ting
孫尚廷
Implementation of Shock filter for Digital X-Ray image processing
author_sort Sun, Shang-Ting
title Implementation of Shock filter for Digital X-Ray image processing
title_short Implementation of Shock filter for Digital X-Ray image processing
title_full Implementation of Shock filter for Digital X-Ray image processing
title_fullStr Implementation of Shock filter for Digital X-Ray image processing
title_full_unstemmed Implementation of Shock filter for Digital X-Ray image processing
title_sort implementation of shock filter for digital x-ray image processing
publishDate 2013
url http://ndltd.ncl.edu.tw/handle/81685059537821652529
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