• 제목/요약/키워드: X-Ray Image

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치주질환 예측을 위한 치과 X-선 영상에서의 초해상화 알고리즘 적용 가능성 연구 (Investigation of the Super-resolution Algorithm for the Prediction of Periodontal Disease in Dental X-ray Radiography)

  • 김한나
    • 한국방사선학회논문지
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    • 제15권2호
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    • pp.153-158
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    • 2021
  • 치주질환의 조기 진단률 및 예측 정확도 향상을 위한 X-선 영상 분석은 매우 중요한 분야이다. 이러한 치과 X-선 영상의 화질 개선을 위한 인공 지능 기반의 알고리즘 개발 및 적용에 관한 연구는 전 세계적으로 널리 수행 중이다. 따라서 본 연구의 목표는 치주질환 예측을 위한 치과 X-선 영상에서의 초해상화 알고리즘의 모델링 및 적용 가능성에 관하여 평가하는 것이다. 초해상화 알고리즘은 convolution layer와 ReLU를 기반으로 구성하였고, 저해상도 영상을 2배로 업샘플링 한 영상을 입력으로 사용하였다. 딥러닝 훈련을 위해 사용한 치과 X-선 데이터는 1,500장을 사용하였다. 영상의 정량적 평가는 2가지 영상의 비교를 통해 유사도를 측정할 수 있는 인자인 root mean square error와 structural similarity를 사용하였다. 이와 더불어 최근에 개발된 no-reference 기반으로 사용되는 natural image quality evaluator 와 blind/referenceless image spatial quality evaluator를 추가적으로 분석하였다. 결과적으로 기존에 사용되던 bicubic 기반의 업샘플링 기법을 사용하였을 때에 비하여 제안하는 방법이 치과 X-선 영상에서 평균적으로 유사도와 no-reference 기반의 평가 인자가 각각 1.86 그리고 2.14배 향상됨을 확인하였다. 결론적으로 치주질환의 예측을 위한 초해상화 알고리즘의 치과 X-선 영상에서의 유용성을 증명하였고 향후 다양한 분야에서의 적용 가능성이 높을 것으로 기대된다.

s-IGDT 시스템의 X-선원 배열 형태 및 투영상 개수에 따른 영상 화질 평가에 관한 연구 (Image Quality Evaluation according to X-ray Source Arrangement Type and the Number of Projections in a s-IGDT System)

  • 이다혜;남기복;이승완
    • 대한방사선기술학회지:방사선기술과학
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    • 제45권2호
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    • pp.117-125
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    • 2022
  • Although stationary inverse-geometry digital tomosynthesis (s-IGDT) is able to reduce motion artifacts, image acquisition time and radiation dose, the image quality of the s-IGDT is degraded due to the truncations arisen in projections. Therefore, the effects of geometric and image acquisition conditions in the s-IGDT should be analyzed for improving the image quality and clinical applicability of the s-IGDT system. In this study, the s-IGDT images were obtained with the various X-ray source arrangement types and the various number of projections. The resolution and noise characteristics of the obtained s-IGDT images were evaluated, and the characteristics were compared with those of the conventional DT images. The s-IGDT system using linear X-ray source arrangement and 40 projections maximized the image characteristics of resolution and noise, and the corresponding system was superior to the conventional DT system in terms of image resolution. In conclusion, we expect that the s-IGDT system can be used for providing medical images in diagnosis.

a-Se 기반의 혼합형 X-선 검출기에서 유전층의 누설전류 저감효과 (The dark-current and X -ray sensitivity measurement of hybrid digital X-ray detector having dielectric layer structure)

  • 석대우;박지군;조진욱;이동길;문치웅;남상희
    • 한국전기전자재료학회:학술대회논문집
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    • 한국전기전자재료학회 2002년도 춘계학술대회 논문집 센서 박막재료 반도체재료 기술교육
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    • pp.31-34
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    • 2002
  • In this paper, the electric properties of amophous selenium multilayer samples has been investigated. In order to develop the hybrid flat-panel digital· X-ray image detector, we measured and analyzed their performance parameters such as the X -ray sensitivity and dark-current for a amophous selenium multilayers X-ray detector with a phosphor layer, The hybrid digital X-ray image detector can be constructed by integrating a phosphor layer (or a scintillative layer) that convert X-ray to a light on a-Se photoconduction mulilayers that convert a light to electrical signal. As results, the dielectric materials such as parylene between the phosphor layer and the top electrode may reduce the dark-current of the samples. Amorphous selenium multilayers having dielectric layer(parylene) has characteristics of low dark-current, high X-ray sensitivity. So we can acquired a enhanced signal to noise ratio. In this paper offer the method can reduce the dark-current in the hybrid X-ray detector.

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X-ray PIV 기법의 개발과 혈액 유동에의 적용연구 (Development of X-ray PIV Technique and its Application to Blood Flow)

  • 김국배;이상준
    • 대한기계학회논문집B
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    • 제29권11호
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    • pp.1182-1188
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    • 2005
  • An x-ray PIV (Particle Image Velocimetry) technique was developed to measure quantitative information on flows inside opaque conduits and on opaque-fluid flows. At first, the developed x-ray PIV technique was applied to flow in an opaque Teflon tube. To acquire x-ray images suitable for PIV velocity field measurements, refraction-based edge enhancement mechanism was employed using detectable tracer particles. The optimal distance between with the sample and detector was experimentally determined. The resulting amassed velocity field data were in reasonable agreement with the theoretical prediction. The x-ray PIV technique was also applied to blood flow in a microchannel. The flow pattern of blood was visualifed by enhancing the diffraction/interference -bas ed characteristic s of blood cells on synchrotron x-rays without any contrast agent or tracer particles. That is, the flow-pattern image of blood was achieved by optimizing the sample (blood) to detector distance and the sample thickness. Quantitative velocity field information was obtained by applying PIV algorithm to the enhanced x-ray flow images. The measured velocity field data show a typical flow structure of flow in a macro-scale channel.

템플릿 기반 정합 기법을 이용한 디지털 X-ray 영상의 고속 스티칭 기법 (Rapid Stitching Method of Digital X-ray Images Using Template-based Registration)

  • 조현지;계희원;이정진
    • 한국멀티미디어학회논문지
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    • 제18권6호
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    • pp.701-709
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    • 2015
  • Image stitching method is a technique for obtaining an high-resolution image by combining two or more images. In X-ray image for clinical diagnosis, the size of the imaging region taken by one shot is limited due to the field-of-view of the equipment. Therefore, in order to obtain a high-resolution image including large regions such as a whole body, the synthesis of multiple X-ray images is required. In this paper, we propose a rapid stitching method of digital X-ray images using template-based registration. The proposed algorithm use principal component analysis(PCA) and k-nearest neighborhood(k-NN) to determine the location of input images before performing a template-based matching. After detecting the overlapping position using template-based matching, we synthesize input images by alpha blending. To improve the computational efficiency, reduced images are used for PCA and k-NN analysis. Experimental results showed that our method was more accurate comparing with the previous method with the improvement of the registration speed. Our stitching method could be usefully applied into the stitching of 2D or 3D multiple images.

개발한 진단용 다엽조리개 성능평가 및 X선영상과 적외선체열영상의 융합영상 구현 (Performance Evaluation of the Developed Diagnostic Multi-Leaf Collimator and Implementation of Fusion Image of X-ray Image and Infrared Thermography Image)

  • 권순무;심재구;천권수
    • 대한방사선기술학회지:방사선기술과학
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    • 제42권5호
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    • pp.365-371
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    • 2019
  • We have developed and applied a diagnostic Multi-Leaf Collimator (MLC) to optimized the X-ray field in medical imaging and the usefulness evaluated through the fusion of infrared image and X-ray image acquired by infrared camera. The hand and skull radiography with multi-leaf collimator(MLC) showed significant area dose reductions of 22.9% and 31.3% compared to ARC and leakage dose was compliant with KS A 4732. Also scattering doses of 50 cm and 100 cm showed a significant decrease to confirm the usefulness of MLC. It was confirmed that the fusion of infrared images with an adjustable degree of transparency was possible in the X-ray images. Therefore, fusion of anatomical information with physiological convergence is expected to contribute and improvement of diagnostic ability. In addition, the feasibility of convergence X-ray imaging and DITI devices and the possibility of driving MLC with infrared images were confirmed.

현대판 스핑크스: 국경의 관문을 지키는 X-ray 판독 기술 (Modern Sphinx: X-ray Inspection Technology for Customs)

  • 이정원;문태준
    • 전자통신동향분석
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    • 제35권6호
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    • pp.37-47
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    • 2020
  • Today, the volume of international trade by airplanes and ships is rapidly increasing, and the volume of trade over land is expected to increase as inter-Korean relations change. In customs processes, humans inspect using the naked eye; therefore, computer vision technology can be used to assist customs inspectors responsible for X-ray security screening. In particular, because of recent advances in deep learning technology, algorithms for image understanding and object detection performance are improving, and studies on their application to X-ray screening have been published. This manuscript describes trends in artificial intelligence X-ray image-reading technology to detect prohibited items. X-ray inspection AI technology is similar to the Sphinx, which was the guardian of the pyramids in ancient Egyptian mythology.

Chest X-ray 영상을 위한 화질 개선 알고리즘 (Image Quality Enhancement for Chest X-ray image)

  • 박소연;송병철
    • 한국방송∙미디어공학회:학술대회논문집
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    • 한국방송공학회 2015년도 하계학술대회
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    • pp.538-539
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    • 2015
  • 일반 영상의 화질을 개선하기 위해 다양한 알고리즘이 존재한다. 하지만 X-ray 영상의 경우 일반 영상과 특성이 다르기 때문에 기존의 화질 개선 알고리즘으로는 진단에 적합한 화질을 얻을 수 없다. 디지털 X-ray 기기로부터 처음 획득된 X-ray 영상은 데이터 범위가 일반 영상에 비해 넓고 밝기 레벨이 고르지 못하다. 특히 Chest X-ray 영상의 경우 다양한 이유로 촬영하기 때문에 갈비뼈와 혈관, 척추 뼈 등 특성이 다른 모든 부위들을 자연스럽게 개선할 필요가 있다. 본 논문은 영상의 불필요한 배경 성분을 제거하여 특정 밝기에 밀집되어 있는 데이터들의 히스토그램 범위를 확장시키고 주파수 대역 별 가중치를 조절하여 대비 및 선명도를 향상시킨다. 마지막으로 전역적 대비 개선 기법과 지역적 대비 개선 기법의 장점을 취하여 진단에 적합하도록 개선된 Chest X-ray 영상을 얻는다.

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