• Title/Summary/Keyword: CT 이미지 분석

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Quantitative Evaluation of CT Artifact Elimination with various Cut-off Frequency of Hann Filter (Hann 필터의 Cut-off 주파수 변화에 따른 CT 영상의 Artifact 제거효과에 대한 정량적 평가)

  • Kang, Bo-Sun
    • Journal of the Korean Society of Radiology
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    • v.2 no.3
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    • pp.5-9
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    • 2008
  • In the computerized tomography(CT), various filters are using in the reconstruction algorithm to reduce or eliminate the artifacts which are intrinsically induced by the imperfection of mathematical methods for reconstruction, lack of real informations about anatomic structures in the projection image, errors in data acquisition and so on. Hann filter was used to evaluate the filter effects on the elimination of reconstruction artifact in the CT image. The quantitative study was done by changing cut-off frequency of Hann filter from 0.1 to 0.9 with frequency increasement by 0.2. NPS analysis was fulfilled for the quantitative evaluation of filter effect.

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Development of Triaxial Cells Operable with In Situ X-ray CT for Hydro-Mechanical Laboratory Testing of Rocks (원위치 X-ray CT 촬영이 가능한 암석의 수리-역학 실험용 삼축셀 개발)

  • Zhuang, Li;Yeom, Sun;Shin, Hyu-Soung
    • Journal of the Korean Geotechnical Society
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    • v.36 no.9
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    • pp.45-55
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    • 2020
  • X-ray computed tomography (CT) is very useful for the quantitative evaluation of internal structures, particularly defects in rock samples, such as pores and fractures. In situ CT allows 3D imaging of a sample subjected to various external treatments such as loading and therefore enables observation of changes that occur during the loading process. We reviewed state-of-the-art of in situ CT applications for geomaterials. Two triaxial cells made using relatively low density but high strength materials were developed aimed at in situ CT scanning during hydro-mechanical laboratory testing of rocks. Preliminary results for in situ CT imaging of granite and sandstone samples with diameters ranging from 25 mm to 50 mm show a resolution range of 34~105 ㎛ per pixel pitch, indicating the feasibility of in situ CT observations for internal structural changes in rocks at the micrometer scale. Potassium iodide solution was found to improve the image contrast, and can be used as an injection fluid for hydro-mechanical testing combined with in situ CT scanning.

Skeleton Extraction of 3D Coronary Artery for Topological Shape Analysis (3차원 관상동맥의 위상적인 형상분석을 위한 골격 추출)

  • Lee, Jae-Jin;Kim, Jeong-Sik;Choi, Soo-Mi
    • Proceedings of the Korean Information Science Society Conference
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    • 2005.11a
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    • pp.700-702
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    • 2005
  • 3차원 관상동맥처럼 위상 구조가 중요한 객체의 형상을 분석하기 위해서는 혈관의 분기점, 극단점, 혈관의 계층적 구조 관계 등의 정보를 함축적으로 표현할 수 있는 골격 추출이 매우 중요하다 본 논문에서는 3차원 CT 혈관조영술(3D CT Angiography)로 촬영된 영상으로부터 관상동맥의 3차원 골격을 추출하는 방법을 개발하였다. 먼저, CT 혈관조영술부터 획득한 슬라이스 이미지로부터 3차원 조작 및 수술 시뮬레이션 등을 위하여 혈관의 3차원 표면에 대한 메쉬 모델을 생성한다. 생성된 메쉬 모델이 임의로 변형된 후에도 자동으로 골격을 쉽게 추출할 수 있도록 메쉬 모델을 복셀화하는 단계를 거친다. 이렇게 얻어진 복셀모델로부터 유클리디언 거리 맵을 구성하여 discrete medial surface (DMS)을 생성하고 최종적으로 골격을 추출하게 된다. 이렇게 추출된 3차원 골격은 관상동맥 수술 시뮬레이션 등에서 다양한 형상 분석에 유용하게 사용될 수 있다.

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Analysis of Image Distortion by Mandibular Arch Form in Cone Beam CT and Panoramic Image (Cone Beam형 CT와 파노라마 영상에서 하악궁의 영상 왜곡 분석)

  • Jeong, Cheonsoo;Lee, Geeheun
    • Journal of the Korean Society of Radiology
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    • v.7 no.4
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    • pp.301-305
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    • 2013
  • This thesis intends to analyze tooth distortion by mandibular arch form by reproducing existing panorama image and reconstructed panorama image of Cone Beam CT data with the three-dimensional computer program. The diameter of tooth measured in Cone Beam CT's cross-section image and reconstructed panorama was synchronized without any big change from incisors to posteriors. But, panorama showed serious distortion as going to posteriors after showing a little distortion in incisors. The panorama reconstructed for patients' individual arch showed reduced distortion than panoramas used generally. In addition, panorama showed serious distortion from incisors to posteriors and it means that distortion is reduced in reconstructed panorama.

CNN Model for Prediction of Tensile Strength based on Pore Distribution Characteristics in Cement Paste (시멘트풀의 공극분포특성에 기반한 인장강도 예측 CNN 모델)

  • Sung-Wook Hong;Tong-Seok Han
    • Journal of the Computational Structural Engineering Institute of Korea
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    • v.36 no.5
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    • pp.339-346
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    • 2023
  • The uncertainties of microstructural features affect the properties of materials. Numerous pores that are randomly distributed in materials make it difficult to predict the properties of the materials. The distribution of pores in cementitious materials has a great influence on their mechanical properties. Existing studies focus on analyzing the statistical relationship between pore distribution and material responses, and the correlation between them is not yet fully determined. In this study, the mechanical response of cementitious materials is predicted through an image-based data approach using a convolutional neural network (CNN), and the correlation between pore distribution and material response is analyzed. The dataset for machine learning consists of high-resolution micro-CT images and the properties (tensile strength) of cementitious materials. The microstructures are characterized, and the mechanical properties are evaluated through 2D direct tension simulations using the phase-field fracture model. The attributes of input images are analyzed to identify the spot with the greatest influence on the prediction of material response through CNN. The correlation between pore distribution characteristics and material response is analyzed by comparing the active regions during the CNN process and the pore distribution.

Differences in Target Volume Delineation Using Typical Radiosurgery Planning System (각각의 방사선수술 치료계획시스템에 따른 동일 병변의 체적 차이 비교)

  • Han, Su Chul;Lee, Dong Joon
    • Progress in Medical Physics
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    • v.24 no.4
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    • pp.265-270
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    • 2013
  • Correct target volume delineation is an important part of radiosurgery treatment planning process. We designed head phantom and performed target delineation to evaluate the volume differences due to radiosurgery treatment planning systems and image acquisition system, CT/MR. Delineated mean target volume from CT scan images was $2.23{\pm}0.08cm^3$ on BrainSCAN (NOVALS), $2.13{\pm}0.07cm^3$ on Leksell gamma plan (Gamma Knife) and $2.24{\pm}0.10cm^3$ on Multi plan (Cyber Knife). For MR images, $2.08{\pm}0.06cm^3$ on BrainSCAN, $1.94{\pm}0.05cm^3$ on Leksell gamma plan and $2.15{\pm}0.06cm^3$ on Multi plan. As a result, Differences of delineated mean target volume due to radiotherapy planning system was 3% to 6%. And overall mean target volume from CT scan images was 6.36% larger than those of MR scan images.

Microstructure and Properties of Mortar Containing Synthetic Resin using Image Analysis (이미지 분석을 활용한 합성수지 혼입 모르타르의 특성 및 미세구조 분석)

  • Lee, Binna;Min, Jiyoung;Lee, Jong-Suk;Lee, Jang-Hwa
    • Journal of the Korea Concrete Institute
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    • v.28 no.1
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    • pp.59-65
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    • 2016
  • Commercial synthetic resins with great amount of hydrogen atoms were investigated for neutron shielding aggregates. Total three types of resins were considered in this study: high density polyethylene (HDPE), polypropylene (PP), and ultra molecular weight polyethylene (UPE). When these resins replaced 20, 40, 60 vol% of fine aggregates, mechanical properties were first evaluated including compressive and tensile strengths, and then image/microstructure analyses such as cross-section analysis, SEM, and X-ray CT were performed. The results showed that the compressive and tensile strengths decreased with the increase of replacement ratio of HDPE and PP, which was found through image analysis that it was closely related to the distribution of resins at the failure surface of test specimens. The strength reduction of UPE was quite small compared to HDPE and PP but it abruptly increased when the replacement level exceeded 60 vol%. The results of microstructure analyses indicated that the replacement level significantly affected the amount of air void so that it is critical to determine the reasonable amount of UPE to make cementitous materials for neutron shielding.

Physicochemical properties of the materials used for the production of celadon maebyeong inlaid with cloud-and-crane designs and changes in their morphological properties by production stage (청자상감운학문매병 제작 재료의 물리화학적 특성 및 제작 단계별 형상학적 특성 변화)

  • Kim, Jihye;Ha, Jihyang;Han, Minsu
    • Conservation Science in Museum
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    • v.25
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    • pp.63-84
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    • 2021
  • In order to investigate the diverse physicochemical changes that occurred in traditional Korean pottery during its production, including before and after firing, this study produced six replicas of a celadon maebyeong inlaid with cloud-and-crane designs, respectively corresponding to the process of shaping, carving, inlaying designs, first firing, glazing and second firing, respectively. It then conducted a scientific study of these six replicas and analyzed their images through high-resolution three-dimensional transmission imaging. The materials used for the replicas show different mineral phases and even colors depending on the components of each material. For example, black inlay with a high content of iron oxide (Fe2O3) shows dark colors and white inlay with a high alumina (Al2O3) content appears white. Physicochemical properties such as chromaticity and magnetic susceptibility and major components of the replicas were confirmed by the differences in the density in the computed tomography (CT) images. The characteristics of fired products such as fine structure, absorption ratio, apparent porosity, and other characteristics of the major mineral components were identified by the presence of pores and the formation of cracks inside the replicas in the image analysis.

Volumetric Estimation of the Prostate Gland using Computed Tomography in Normal Beagle Dogs (정상 비글견에서 컴퓨터단층촬영술을 이용한 전립선의 부피 평가)

  • Choi, Ji-Young;Choi, Soo-Young;Lee, Ki-Ja;Jeong, Woo-Chang;Han, Woo-Sok;Choi, Ho-Jung;Lee, Young-Won
    • Journal of Veterinary Clinics
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    • v.31 no.3
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    • pp.175-179
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    • 2014
  • The purpose of this study was to determine and compare prostate size using ultrasound and computed tomography (CT). The prostate gland was evaluated in eight normal Beagle dogs. Length, depth, and width of the prostate gland were measured by ultrasound and volume of the prostate was obtained from the two ellipsoid formula (US1, US2). Height, length, width, area, and volume of the prostate gland were measured by CT. Ratios of prostatic height, length, and width to the sixth lumbar vertebral body length were calculated. There was no significant difference between the US1 and US2 method, and between US2 and CT method, respectively. The prostatic volume calculated by US1 method was significantly lower than those with CT (p=0.029). The Upper limits of ratios of prostate length, height, and width to the length of the sixth lumbar vertebra were 1.3, 1.1, and 1.7, respectively. Among these prostate dimensions, prostate length and height could be a useful index in estimating prostate size regardless of body weight.

Feature Extraction and Image Segmentation of Mechanical Structures from Human Medical Images (의료 영상을 이용한 인체 역학적 구조물 특징 추출 및 영상 분할)

  • 호동수;김성현;김도일;서태석;최보영;김의녕;이진희;이형구
    • Progress in Medical Physics
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    • v.15 no.2
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    • pp.112-119
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    • 2004
  • We tried to build human models based on medical images of live Korean, instead of using standard data of human body structures. Characteristics of mechanical structures of human bodies were obtained from medical images such as CT and MR images. For each constitutional part of mechanical structures CT images were analyzed in terms of gray levels and MR images were analyzed in terms of pulse sequence. Characteristic features of various mechanical structures were extracted from the analyses. Based on the characteristics of each structuring element we peformed image segmentation on CT and MR images. We delineated bones, muscles, ligaments and tendons from CT and MR images using image segmentation or manual drawing. For the image segmentation we compared the edge detection method, region growing method and intensity threshold method and applied an optimal compound of these methods for the best segmentation results. Segmented mechanical structures of the head/neck part were three dimensionally reconstructed.

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