• Nuclear Engineering and Technology
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• 제53권7호
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• pp.2341-2347
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• 2021

Because single-photon emission computed tomography (SPECT) is one of the widely used nuclear medicine imaging systems, it is extremely important to acquire high-quality images for diagnosis. In this study, we designed a super-resolution (SR) technique using dense block-based deep convolutional neural network (CNN) and evaluated the algorithm on real SPECT phantom images. To acquire the phantom images, a real SPECT system using a^99mTc source and two physical phantoms was used. To confirm the image quality, the noise properties and visual quality metric evaluation parameters were calculated. The results demonstrate that our proposed method delivers a more valid SR improvement by using dense block-based deep CNNs as compared to conventional reconstruction techniques. In particular, when the proposed method was used, the quantitative performance was improved from 1.2 to 5.0 times compared to the result of using the conventional iterative reconstruction. Here, we confirmed the effects on the image quality of the resulting SR image, and our proposed technique was shown to be effective for nuclear medicine imaging.

• International Journal of Korean Welding Society
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• 제1권2호
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• pp.23-29
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• 2001

In this study, a preview-sensing visual sensor system is constructed far weld seam tracking in GMA welding. The visual sensor system consists of a CCD camera, a diode laser system with a cylindrical lens, and a band-pass-filter to overcome the degrading of image due to spatters and/or arc light. Among the image processing methods, Hough transform method is compared with the central difference method from a viewpoint of the capability for extracting the accurate feature position. As a result, it was revealed that Hough transform method can more accurately extract the feature positions and it can be applied to real time weld seam tracking. Image processing which includes Hough transform method is carried out to extract straight lines that express laser stripe. After extracting the lines, weld joint position and edge points are determined by intersecting the lines. Even though the image includes a spatter trace on it, it is possible to recognize the position of weld joint. Weld seam tracking was precisely implemented with adopting Hough transform method, and it is possible to track the weld seam in the case of offset angle is in the region of $\pm$ $15^{\circ}$.

• Nuclear Engineering and Technology
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• 제55권1호
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• pp.222-228
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• 2023

This study aimed to analyze the applicability of the improved median filter in positron emission tomography (PET)/magnetic resonance (MR) fusion images based on parallel imaging using generalized autocalibrating partially parallel acquisition (GRAPPA). In this study, a PET/MR fusion imaging system based on a 3.0T magnetic field and ¹⁸F radioisotope were used. An improved median filter that can set a mask of the median value more efficiently than before was modeled and applied to the acquired image. As quantitative evaluation parameters of the noise level, the contrast to noise ratio (CNR) and coefficient of variation (COV) were calculated. Additionally, no-reference-based evaluation parameters were used to analyze the overall image quality. We confirmed that the CNR and COV values of the PET/MR fusion images to which the improved median filter was applied improved by approximately 3.32 and 2.19 times on average, respectively, compared to the noisy image. In addition, the no-reference-based evaluation results showed a similar trend for the noise-level results. In conclusion, we demonstrated that it can be supplemented by using an improved median filter, which suggests the problem of image quality degradation of PET/MR fusion images that shortens scan time using GRAPPA.

• Nuclear Engineering and Technology
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• 제55권7호
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• pp.2567-2571
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• 2023

Scintillator materials are widely used in the medical and industrial fields for imaging systems using gamma cameras. In this study, image evaluation is performed by modeling a gamma camera system based on a lutetium-yttrium oxyorthosilicate (LYSO) scintillation detector using a pinhole collimator that can improve the spatial resolution. A LYSO detector-based gamma camera system is modeled using a Monte Carlo simulation tool. The geometric concept of the pinhole collimator is designed using various magnification factors, and the spatial resolution is measured using the acquired source image. To evaluate the resolution, the full width at half maximum (FWHM) and natural image quality assessment (NIQE), a no-reference-based parameter, are used. We confirm that the FWHM and NIQE values decrease simultaneously when the diameter of the pinhole collimator increases. Additionally, we confirm that the spatial resolution improves as the magnification factor increases under the same pinhole diameter condition. Particularly, a 0.57 mm FWHM value is obtained using the modeled gamma camera system with a LYSO scintillation detector. In conclusion, our results demonstrate that a pinhole collimator with a LYSO scintillation detector is a promising gamma camera imaging system.

• 대한디지털의료영상학회논문지
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• 제14권2호
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• pp.47-56
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• 2012

Amount of radiation exposure by seeing through fluoroscopy examination while is many patient exposure administration and unprepared misgovernment be. In this study, abdominal fluoroscopy during the scan, the dose and image quality change according to the use of grid and added filter optimized by measuring the test condition is proposed. Uses seeing through fluoroscopy examination equipment of Image Intensifier of Easy Diagnost Eleva (Philips), under tube type and uses Human phantom and measures average area dose according to grid insertion existence and nonexistence and added filter kind change. Measure sum of 29 organ dose and effective dose through PCXMC imagination simulation program and image J program through noise, SNR, image distortion was measured. Resolution, sharpness, and analyzed using the MTF curves. Fluorography the grid to insert the filter thickness and thickening and increased the average area dose and organ doses and effective dose. In the case of spot examination, when inserted grid, average area dose and organ dose and effective dose increased. Filter thickens the average area dose decreased, but the organ doses and effective dose were increased when use 0.2mmCu+1mmAl filter, decreased slightly. Noise and SNR measurements without inserting the gird, if you do not use the added filter was the lowest and when measure the distortion, 0.1mmCu+1mmAl filter was no difference of image quality in case insert grid was judged that when did not use occasion added filter that do not use grid, difference of image quality does not exist. Did not show a big difference, according to the grid and uses of the added filter sharpness, and resolution. Patient dose increases with factors that reduce the quality of the image so reckless grid and the use of the added filter when abdominal fluoroscopy examination should be cautious in using.

• Computers and Concrete
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• 제29권2호
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• pp.107-115
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• 2022

With the improvements in computer technologies, utilization of image processing techniques has increased in many areas (such as medicine, defence industry, other industries etc.) Many different image processing techniques are used for surface analysis, detection of manufacturing defects, and determination of physical and mechanical characteristics of composite materials. In this study, cementitious composites were obtained by addition of Grounded Granulated Blast-Furnace Slag (GGBFS), Styrene Butadiene polymer (SBR), and Grounded Granulated Blast-Furnace Slag and Styrene Butadiene polymer together (GGBFS+SBR). Expanded Polystyrene (EPS) beads were added to these cementitious composites in different ratios (20%, 40% and 60%). The mechanical and physical characteristics of the composites were determined, and homogeneity indexes of the composites were determined by image processing techniques to determine EPS distribution forms in them. Physical and mechanical characteristics of the produced samples were obtained by applying consistency, density, water absorption, compressive strength (7 and 28 days), flexural strength (7 and 28 days) and tensile splitting strength (7 and 28 days) tests on them. Also, visual examination by using digital microscope, and image analysis by using image processing techniques with open source coded ImageJ program were performed. As a result of the study, it is determined that GGBFS and SBR addition strengthens the adhesion sites formed as it increases the adhesion power of the mixture and helps to get rid of the segregation problem caused by EPS. As a result of the image processing analysis it is demonstrated that GGBFS and SBR addition has positive contribution on homogeneity index.

• 한국산학기술학회논문지
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• 제18권3호
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• pp.284-295
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• 2017

본 연구는 간호대학생의 간호사이미지, 전문직 자아개념 및 조직몰입의 정도를 알아보고, 이들 변수들 간의 관계를 규명하기 위해 시도되었다. 연구방법은 J시의 간호대학생 238명을 대상으로 한 서술적 조사연구로, 자료수집은 2016년 9월 7일에서 9월 10일 사이에 실시되었다. 자료분석은 평균, 표준 편차, t-검정, ANOVA, Scheffe's test, Pearson 상관 계수, 단계적 다중 회귀 분석을 WIN SPSS 21.0 프로그램을 이용하여 분석하였다. 연구결과를 살펴보면 간호대학생들은 간호사이미지, 전문직 자아개념 및 조직몰입에 대해 5점 만점에 각각 4.01점, 3.40점 및 3.77점으로 평균값이 나타났다. 간호대학생의 간호사이미지는 전문직 자아개념, 조직몰입과 통계적으로 유의한 순 상관관계를 보였다. 또한 전문직 자아개념은 조직몰입과의 관계에서 통계적으로 유의한 상관관계를 보였다. 그리고 단계적 다중회귀분석 결과 본 연구의 측정변인인 간호사이미지와 전문직 자아개념은 간호대학생의 조직몰입에 대해 56.3%의 설명력을 보였다. 조직몰입에 영향을 미치는 상대적 영향력은 간호사이미지, 전문직 자아개념 순으로 나타났으며, 이 중에서 간호사이미지가 대상자의 조직몰입에 가장 큰 예측변인임이 확인되었다.

• 한국방사선학회논문지
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• 제11권6호
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• pp.459-466
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• 2017

본 연구는 부가 여과판의 재질로 구리와 니켈을 선정하여 각 물질에 따라 선량과 화질의 차이를 비교 평가하였다. 먼저, 선량에 대한 실험은 흡수선량 측정으로 란도 팬텀을 이용하여 구리 및 니켈의 부가 여과판을 None, 0.1 mm, 0.2 mm, 0.3 mm로 변화시켜 설치하고 120 kVp, 6.3 mAs의 조건으로 조사하였다. 두 번째로, 관전압 변화와 노출지수 변화에 따라 부가 여과판 두께별로 얻은 영상을 Image J 프로그램을 이용하여 SNR과 CNR값을 구하여 영상을 평가 하였다. 흡수선량 측정은 니켈이 구리보다 높게 나왔으며, 두께가 증가할수록 흡수선량은 감소하였다(p<0.05). 관전압이 증가와 노출지수 변화에 대해서도 두 영상에서 유의한 차이를 보이지 않았다(p>0.05). 결론적으로 본 연구는 부가 여과판에서 니켈은 기존의 구리에 비해 피폭선량을 감소하면서도 현재의 영상의 질을 유지할 수 있는 물질임을 알 수 있다.

• 한국방사선학회논문지
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• 제17권1호
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• pp.157-165
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• 2023

초음파 영상(ultrasound imaging)이란 주파수의 음파를 이용하여 서로 다른 조직의 경계에서 반사, 흡수, 굴절, 투과 등의 물리적인 작용을 일으킨다. 초음파 장비로부터 생성되는 데이터 특성상의 잡음이 많고, 실제로 관찰하고자 하는 조직의 경계가 모호해서 형태의 파악이 어렵기 때문에 개선이 필요하다. 영상 화질의 감소로 인하여 경계면이 뭉쳐 보이는 경우를 해결하기 위한 방법으로 윤곽선(edge) 강조 방법을 사용한다. 본 논문에서는 경계면을 강화시키는 방법으로 언샤프닝 마스크와 하이부스트를 이용하여 각 영상에서 고주파 부분인 경계면을 강화시켜 화질 향상을 확인하였으며 원 영상과 화질이 향상된 영상을 정량적으로 평가하기 위해 MSE, RMSE, PSNR, SNR 등으로 측정하여 각 영상에 사용한 마스크 필터링을 평가했다. 필립스의 epiq 5 g , affiniti 70 g와 알피니언의 E-cube 15 초음파 장비로부터 복부, 머리, 심장, 간, 신장, 유방, 태아 영상을 획득하였다. 알고리즘 구현에 사용된 프로그램은 MathWorks의 MATLAB R2022a으로 구현하였다. 언샤프닝과 하이부스트 마스크 배열 크기는 3×3으로 설정하였으며 윤곽선 강조 영상을 만들 때 사용하는 공간필터인 라플라시안(laplacian) 필터를 두 마스크 모두 동일하게 적용하였다. 화질 정량 평가는 ImageJ 프로그램을 사용하였다. 다양한 초음파 영상에서 마스크 필터를 적용한 결과 주관적인 화질은 원 영상에서 언샤프닝과 하이부스트 마스크를 적용하였을 경우 영상의 전반적인 윤각선이 뚜렷하게 보였으며 또한 하이부스트 마스크에서는 언샤프닝 마스크 영상보다 밝은 명암비를 보여주었다. 정량적인 영상의 품질 비교 시 원 영상보다 언샤프닝 마스크와 하이부스트 마스크를 적용한 영상의 화질이 높게 평가되었다. 간문맥, 머리, 쓸개, 신장의 영상에서는 하이부스트 마스크를 적용한 영상의 SNR, PSNR, RMSE, MAE이 높게 측정되었으며 심장, 유방, 태아 영상은 반대로 언샤프닝 마스크 적용 영상이 SNR, PSNR, RMSE, MAE 값이 높은 값으로 측정되었다. 영상에 따라 최적의 마스크를 사용하는 것이 영상 품질 향상에 도움이 될 것으로 사료되며 각 부위의 초음파 영상의 윤곽 정보를 제공하여 영상의 품질을 향상시켰다.

• 대한의용생체공학회:학술대회논문집
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• 대한의용생체공학회 1991년도 춘계학술대회
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• pp.5-7
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• 1991

We have developed an efficient and robust image reconstruction algorithm for static impedance imaging. This improved Newton-Raphson method produced more accurate images by reducing the undesirable effects of the ill-conditioned Hessian matrix. We found that our electrical impedance tomography (EIT) system could produce two-dimensional static images from a physical phantom with 7% spatial resolution at the center and 5% at the periphery. Static EIT image reconstruction requires a large amount of computation. In order to overcome the limitations on reducing the computation time by algorithmic approaches, we implemented the improved Newton-Raphson algorithm on a parallel computer system and showed that the parallel computation could reduce the computation time from hours to minutes.