• 제목/요약/키워드: 3D grayscale

검색결과 12건 처리시간 0.024초

Unet-VGG16 모델을 활용한 순환골재 마이크로-CT 미세구조의 천연골재 분할 (Segmentation of Natural Fine Aggregates in Micro-CT Microstructures of Recycled Aggregates Using Unet-VGG16)

  • 홍성욱;문덕기;김세윤;한동석
    • 한국전산구조공학회논문집
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    • 제37권2호
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    • pp.143-149
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    • 2024
  • 이미지 분석을 통한 재료의 상 구분은 재료의 미세구조 분석을 위해 필수적이다. 이미지 분석에 주로 사용되는 마이크로-CT 이미지는 대체로 재료를 구성하고 있는 상에 따라 회색조 값이 다르게 나타나므로 이미지의 회색조 값 비교를 통해 상을 구분한다. 순환골재의 고체상은 수화된 시멘트풀과 천연골재로 구분되는데, 시멘트풀과 천연골재는 CT이미지 상에서 유사한 회색조 분포를 보여 상을 구분하기 어렵다. 본 연구에서는 Unet-VGG16 네트워크를 활용하여 순환골재 CT 이미지로부터 천연골재를 분할하는 자동화 방법을 제안하였다. 딥러닝 네트워크를 활용하여 2차원 순환골재 CT 이미지로부터 천연골재 영역을 분할하는 방법과 이를 3차원으로 적층하여 3차원 천연골재 이미지를 얻는 방법을 제시하였다. 선별된 3차원 천연골재 이미지에서 각각의 골재 입자를 분할하기 위해 이미지 필터링을 사용하였다. 골재 영역 분할 성능을 정확도, 정밀도, 재현율 F1 스코어를 통해 검증하였다.

영역의 크기와 휘도값의 대조를 고려한 수리형태학적 영상재구성 (Morphological Grayscale Reconstruction Based on the Region Size and Brightness Contrast)

  • 김태현;문영식
    • 한국방송∙미디어공학회:학술대회논문집
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    • 한국방송공학회 1999년도 학술대회
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    • pp.3-8
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    • 1999
  • In this paper, we propose a new connected operator using morphological grayscale reconstruction for region-based coding. First, an effective method of reference-image creation is proposed, which is based on the size as well as the contrast. The conventional connected operators are good for removing small regions, but have a serious drawback for low-contrast regions that are larger than the structuring element. That is, when the conventional connected operators are applied to these regions. the simplification becomes less effective or several meaningful regions are merged to one region. To avoid this, the conventional geodesic dilation is modified to propose an adaptive operator. To reduce the effect of inappropriate propagation, pixels reconstructed to the original values are excluded in the dilation operation. Experimental results have shown that the proposed algorithm achieves better performance in terms of the reconstruction of flat zones. The picture quality has also been improved by about 7dB, compared to the conventional methods.

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양면 인쇄법을 이용한 중금속 검출용 3D 종이 기반 분석장치 제작 (Fabrication of 3D Paper-based Analytical Device Using Double-Sided Imprinting Method for Metal Ion Detection)

  • 최진솔;정헌호
    • 청정기술
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    • 제28권4호
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    • pp.323-330
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    • 2022
  • 미세유체 종이-기반 분석 장치는 최근 현장 진단 및 환경 물질 감지를 포함한 다양한 적용가능성으로 주목을 받고 있다. 본 연구는 적은 비용과 간단한 검출 방법으로 중금속을 빠르게 검출할 수 있는 3D-μPAD를 제작하기 위해 PDMS 양면 인쇄 방법을 제안하였다. 3D-μPAD 디자인은 레이저 커팅으로 아크릴 스탬프에 적용할 수 있으며, 제작된 스탬프에 PDMS 고분자를 스핀 코팅 후 양면접촉인쇄 방식 도입을 통해 3차원 형태의 소수성 장벽 형성에 필요한 조건을 확인하였다. 구체적으로 소수성 장벽 형성 조건인 고분자 농도, 스핀 코팅 속도 및 접촉 시간에 따라 PDMS 소수성 장벽 면적과 친수성 채널의 면적 변화를 분석함으로써 3D-μPAD 제작 공정 조건 최적화를 수행하였다. 최적화된 μPAD로 니켈, 구리, 수은 이온, pH를 다양한 농도에서 검출하였고 이를 ImageJ 프로그램으로 분석하여 grayscale 값으로 정량화 하였다. 이를 통해 3D-μPAD를 제작함으로써 특별한 분석 기기 없이 다양한 중금속 비색 검출을 수행함으로써 조기진단 바이오 센서로의 응용 가능성을 증명하였다. 이 3D-μPAD는 휴대가 간편한 다중 금속이온 검출 바이오센서로서, 신속한 현장 모니터링이 가능하므로 개발도상국 같은 자원이 제한된 지역에서 유용하게 사용 가능하다.

3D Segmentation for High-Resolution Image Datasets Using a Commercial Editing Tool in the IoT Environment

  • Kwon, Koojoo;Shin, Byeong-Seok
    • Journal of Information Processing Systems
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    • 제13권5호
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    • pp.1126-1134
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    • 2017
  • A variety of medical service applications in the field of the Internet of Things (IoT) are being studied. Segmentation is important to identify meaningful regions in images and is also required in 3D images. Previous methods have been based on gray value and shape. The Visible Korean dataset consists of serially sectioned high-resolution color images. Unlike computed tomography or magnetic resonance images, automatic segmentation of color images is difficult because detecting an object's boundaries in colored images is very difficult compared to grayscale images. Therefore, skilled anatomists usually segment color images manually or semi-automatically. We present an out-of-core 3D segmentation method for large-scale image datasets. Our method can segment significant regions in the coronal and sagittal planes, as well as the axial plane, to produce a 3D image. Our system verifies the result interactively with a multi-planar reconstruction view and a 3D view. Our system can be used to train unskilled anatomists and medical students. It is also possible for a skilled anatomist to segment an image remotely since it is difficult to transfer such large amounts of data.

Diagnosis of Unstained Biological Blood Cells Using a Phase Hologram Displayed by a Phase-only Spatial Light Modulator and Reconstructed by a Fourier Lens

  • Ibrahim, Dahi Ghareab Abdelslam
    • Current Optics and Photonics
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    • 제6권6호
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    • pp.598-607
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    • 2022
  • In this paper, a simple nondestructive technology is used to investigate unstained biological blood cells in three dimensions (3D). The technology employs a reflective phase-only spatial light modulator (SLM) for displaying the phase hologram of the object being tested, and a Fourier lens for its reconstruction. The phase hologram is generated via superposing a digital random phase on the 2D image of the object. The phase hologram is then displayed by the SLM with 256 grayscale levels, and reconstructed by a Fourier lens to present the object in 3D. Since noise is the main problem in this method, the windowed Fourier filtering (WFF) method is applied to suppress the noise of the reconstructed object. The quality of the reconstructed object is refined and the noise level suppressed by approximately 40%. The technique is applied to objects: the National Institute of Standards (NIS) logo, and a film of unstained peripheral blood. Experimental results show that the proposed technique can be used for rapid investigation of unstained biological blood cells in 3D for disease diagnosis. Moreover, it can be used for viewing unstained white blood cells, which is still challenging with an optical microscope, even at large magnification.

자주식 휠체어 접근성 실태에 기반한 대학 건물 3차원 접근성맵 제작 - 충북대학교 사례를 중심으로 - (3D Accessibility Map Development for College Buildings Based on Assessment of Manual Wheelchair Users' Accessibility - Focused on Cases of in Chungbuk National University -)

  • 박진우;이예지;이현정
    • 도시과학
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    • 제10권1호
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    • pp.1-10
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    • 2021
  • The purpose of this study was to evaluate accessibility condition of buildings in a college from manual wheel chair users' perspective in order to suggest improvements, and to develop 3D accessibility maps in order to assist manual wheelchair users' prior planning for the building use. In May 2020, on-site investigation was held to three buildings in Chungbuk National University. Major findings were as follows. (1) There were some building entrances that showed level difference over 2cm without proper ramp with slow slope 1/8 or less. (2) Some rooms were found to have accessibility issues to have floors with height more than 2cm, and/or to have no height-adjustable desks. (3) Although accessible restrooms were in good condition for manual wheelchair users' access and use, it is suggested to install accessible restroom for each gender in each floor for better access. Using the study results, 2-dimensional accessibility maps for each floor were developed in color and grayscale, which were further developed into 3-dimensional accessibility maps for each building.

스텔스 소자의 보호층 도포 및 기계적 성능 평가 연구 (Deposition of Protective Layer on Stealth Sheet and Evaluation of the Protected Sheet's Mechanical Performance)

  • 소상연;한재원
    • 한국광학회지
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    • 제34권5호
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    • pp.185-191
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    • 2023
  • 유연 스텔스 소재의 실용성 향상을 위해 보호층을 입힌 뒤의 경도, 유연성, 보호층과 스텔스 소재의 접착력을 평가하였다. 우선 ISO 15184 연필 시험법을 통해 경도를 측정하였으며, 보호층을 입히기 전과 비교하여 경도가 HB에서 3H로 3등급 올라가는 것을 확인할 수 있었다. 유연성은 ASTM D522 시험법에 따라 소재를 특정 직경의 원기둥에 대고 구부린 뒤 균열 생성 여부를 확인하며 평가하였고, 그 결과 균열이 생성되지 않는 최소 직경이 0.125인치임을 확인하였다. 접착력은 ASTM D3359 시험법에 따라 접착 띠를 보호층에 붙였다 떼어내면서 보호층이 박리되는 비율로 평가하였다. 이를 통해 보호층을 입혔을 시 군용 접착력 한계 조건인 4B보다 높은 결과(5B)를 얻었다.

A New Depth and Disparity Visualization Algorithm for Stereoscopic Camera Rig

  • Ramesh, Rohit;Shin, Heung-Sub;Jeong, Shin-Il;Chung, Wan-Young
    • Journal of information and communication convergence engineering
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    • 제8권6호
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    • pp.645-650
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    • 2010
  • In this paper, we present the effect of binocular cues which plays crucial role for the visualization of a stereoscopic or 3D image. This study is useful in extracting depth and disparity information by image processing technique. A linear relation between the object distance and the image distance is presented to discuss the cause of cybersickness. In the experimental results, three dimensional view of the depth map between the 2D images is shown. A median filter is used to reduce the noises available in the disparity map image. After the median filter, two filter algorithms such as 'Gabor' filter and 'Canny' filter are tested for disparity visualization between two images. The 'Gabor' filter is to estimate the disparity by texture extraction and discrimination methods of the two images, and the 'Canny' filter is used to visualize the disparity by edge detection of the two color images obtained from stereoscopic cameras. The 'Canny' filter is better choice for estimating the disparity rather than the 'Gabor' filter because the 'Canny' filter is much more efficient than 'Gabor' filter in terms of detecting the edges. 'Canny' filter changes the color images directly into color edges without converting them into the grayscale. As a result, more clear edges of the stereo images as compared to the edge detection by 'Gabor' filter can be obtained. Since the main goal of the research is to estimate the horizontal disparity of all possible regions or edges of the images, thus the 'Canny' filter is proposed for decipherable visualization of the disparity.

Bilateral and pseudobilateral tonsilloliths: Three dimensional imaging with cone-beam computed tomography

  • Misirlioglu, Melda;Nalcaci, Rana;Adisen, Mehmet Zahit;Yardimci, Selmi
    • Imaging Science in Dentistry
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    • 제43권3호
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    • pp.163-169
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    • 2013
  • Purpose: Tonsilloliths are calcifications found in the crypts of the palatal tonsils and can be detected on routine panoramic examinations. This study was performed to highlight the benefits of cone-beam computed tomography (CBCT) in the diagnosis of tonsilloliths appearing bilaterally on panoramic radiographs. Materials and Methods: The sample group consisted of 7 patients who had bilateral radiopaque lesions at the area of the ascending ramus on panoramic radiographs. CBCT images for every patient were obtained from both sides of the jaw to determine the exact locations of the lesions and to rule out other calcifications. The calcifications were evaluated on the CBCT images using Ez3D2009 software. Additionally, the obtained images in DICOM format were transferred to ITK SNAP 2.4.0 pc software for semiautomatic segmentation. Segmentation was performed using contrast differences between the soft tissues and calcifications on grayscale images, and the volume in mm3 of the segmented three dimensional models were obtained. Results: CBCT scans revealed that what appeared on panoramic radiographs as bilateral images were in fact unilateral lesions in 2 cases. The total volume of the calcifications ranged from 7.92 to $302.5mm^3$. The patients with bilaterally multiple and large calcifications were found to be symptomatic. Conclusion: The cases provided the evidence that tonsilloliths should be considered in the differential diagnosis of radiopaque masses involving the mandibular ramus, and they highlight the need for a CBCT scan to differentiate pseudo- or ghost images from true bilateral pathologies.