• 제목/요약/키워드: Image Acquisition

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MRI 신호획득과 영상재구성에서의 인공지능 적용 (Applications of Artificial Intelligence in MR Image Acquisition and Reconstruction)

  • 강정화;남윤호
    • 대한영상의학회지
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    • 제83권6호
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    • pp.1229-1239
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    • 2022
  • 최근 인공지능기술은 자기공명영상(이하 MRI)의 폭넓은 분야에서 임상적 활용가치를 보여주고 있다. 특히, MRI에서 영상획득과정의 효율성 및 복원된 영상의 품질을 향상시키기 위한 목적으로 인공지능모델의 개발이 활발하다. 임상에서 활용되는 다양한 MRI 프로토콜에서 인공지능은 병렬영상기법과 같은 기존 가속화 방법 대비 추가적인 영상획득시간을 가능하게 해줄 수 것으로 기대된다. 또한, 펄스시퀀스 디자인, 영상의 인공물 감소, 자동화된 품질평가와 같은 영역에서도 인공지능모델은 도움을 줄 수 있는 연구 결과들이 소개되고 있다. 또한, 영상분석 과정에서 중요한 장비 및 프로토콜의 영향을 줄여줄 수 있는 방법으로도 인공지능 기반의 접근이 이루어지고 있다. 본 종설에서는 MRI 영상의 획득 과정에서 최근 인공지능기술들이 적용되고 있는 분야 및 해당 분야에서의 인공지능기술의 개발 및 적용과 관련된 현안들을 소개하고자 한다.

무선조정 헬리콥터 사진측량시스템을 이용한 절취사면 정보 추출 (Extraction of Information on Road Cutting Slope using RC Helicopter Photographic Surveying System)

  • 이종출;이영도;김진수;조용재
    • 한국측량학회:학술대회논문집
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    • 한국측량학회 2004년도 추계학술발표회 논문집
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    • pp.217-222
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    • 2004
  • In this study, cutting slope's digital image has acquired by using video camera attached at RC helicopter. Resulted RMSE from image processing was approximately x-direction 0.27m, y-direction 0.23m and z-direction 0.35m. Application of these methods makes it convenient that acquisition of digital image about before and after the construction work of road cutting slope. Also systematical cutting slope's information acquisition will be possible by cutting slope's quantitative and qualitative analysis.

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실시간 자동 검사를 위한 라인 스캔 컴퓨터 비전 시스템의 연구 (Constructing a Automatic Real-time Line-Scan Inspection System)

  • 장동식;김용덕
    • 산업공학
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    • 제9권1호
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    • pp.73-82
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    • 1996
  • The purpose of this research is to construct real-time image acquisition system for a line-scan inspection system as a computer vision system. To construct the line-scan inspection system, many problem arise. However, problems of image acquisitions using linear CCD are practically studied in this paper. These problems are concerned to proper lighting systems, relations with handling system, camera systems, and impacts due to the noise of environment. These problems are examined separately, and proper configurations for each case are suggested to construct the line-scan image acquisition system.

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이미지 센서 모듈의 광학적 특성 테스트를 위한 표준화된 기술 방법 (Standardized Description Method of Optical Characteristics Tests for Image Sensor Modules)

  • 이성수
    • 전기전자학회논문지
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    • 제18권4호
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    • pp.603-611
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    • 2014
  • 이미지 센서와 렌즈를 모듈 상에 고정할 때, 기계적인 오차로 인해 취득된 영상의 기울임 또는 회전이 발생하기도 하고 화각이 좁아지기도 한다. 따라서 테스트 장비에서 이미지 센서 모듈의 광학적 특성을 테스트하여야 한다. 본 논문에서는 이미지 센서 모듈의 광학적 특성을 테스트하는 방법을 설명하고, 이를 영상 취득 특성과 유사한 방식으로 표준화한 기술 방법을 제안한다. 제안된 방법은 테스트 장비가 영상 취득 특성과 광학적 특성을 함께 테스트하는데 도움이 된다.

CCD 영상획득 시스템에 의한 피사체의 변위 측정 (The Deflection Measurement of Objects by the CCD Image Acquisition System)

  • 강준묵;배연성;주영은;엄대용
    • 한국측량학회지
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    • 제18권1호
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    • pp.25-32
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    • 2000
  • 최근 온라인 영상분석 시스템에 의한 수치영상의 정량적 분석에 관한 연구가 활발히 진행됨에 따라 교량 및 각종 구조물의 안정성 평가에 있어 수치영상의 환용이 모색되고 있다. 본 연구에서는 CDD 카메라로부터 획득된 영상을 이용하여 구조물의 변형을 효율적으로 해석하기 위해 동일시간대 입체영상 획득과 이를 일괄적으로 처리할 수 있는 시스템을 구축하고 콘크리트 하중재하시험을 실시하여 영상해석 정확도 및 공시체의 변위량을 도출하므로써 구축한 시스템에 대한 신뢰도 분석 및 활용가능성을 제시하고자 하였다.

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크기 변화에 따른 정지영상 식별자 생성 분석 (Analysis of Image Identifier Generation Methods for Various Size Patterns)

  • 박제호
    • 반도체디스플레이기술학회지
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    • 제9권4호
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    • pp.51-56
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    • 2010
  • As the price of image acquisition component becomes low enough, the compact and easily accessible handheld devices are generally equipped with image acquisition functionality. This trend speeds up various applications in diverse areas such as image related services and software. Therefore users strongly need to identify their images effectively and efficiently so that the duplicated images are perceived as one physical entity. In order to handle this environment, we propose a number of methods that generate image identifiers utilizing fundamental image features. In this paper, we analyze the identifier generation methods in terms of various size patterns, especially for tiny size cases, since the small images does not contain abundant pixels for feature extraction. In this paper, experimental evaluation over identifier generation methods' behavior according to different sizes is demonstrated.

구조화 조명과 영상 처리를 이용한 3차원 데이터 획득 시스템 (Three dimensional data acquisition system using structured light and image processing)

  • 전희성;박제홍;고문석
    • 전자공학회논문지S
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    • 제35S권5호
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    • pp.83-93
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    • 1998
  • Three dimensional data acquisition system based on the structured light is developed in this work. The system is composed of a CCD camera, slide projector, and various image processing programs. Calibration procedures and several image processing steps which are necessary to get the rnage data are described. A new grid labeling technique and a grid pattern are devised to improve the accuracy of th eobtained data. Preliminary experimental result shows that the developed system may be used as a simple and cheap 3D data acquisition system. Severla suggestions are included for further research.

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Feasibility study of improved median filtering in PET/MR fusion images with parallel imaging using generalized autocalibrating partially parallel acquisition

  • Chanrok Park;Jae-Young Kim;Chang-Hyeon An;Youngjin Lee
    • 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.

PET/CT 검사에서 환자체형에 따른 적정검사 프로토콜에 관한 고찰 (Study to Protocol of PET Acquisition Time for Patient Body Type in PET/CT)

  • 조석원;함준철;강천구;반영각;이승재;임한상;이창호;박훈희
    • 핵의학기술
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    • 제17권2호
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    • pp.72-77
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    • 2013
  • Purpose: Whole-body PET using radiopharmaceutical is one of the imaging study methods for physiological changes of body. High specificity of the PET-CT examination is used to detect an early stages of cancer and metastatic cancer by imaging a physiological changes. During the imaging process, PET image has been characterized by a relatively low image quality due to its low sensitivity and the acquisition of random and scatter coincidences as well as patients figure. Therefore, the image quality as the changes of the acquisition times of patient weight was evaluated in this study. Materials and Methods: Thirty patients who presented to our hospital were enrolled. They were divided to normal, overweight, and obese group using BMI index, respectively. The patients with a liver disease and diabetes were excluded. $^{18}F-FDG$ was administered to the patients as 5.2 MBq per kg. After an hour from an injection, image acquisition was obtained as List mode in a part of liver in 1 bed. SNR (signal-to-noise ratio) of each groups acquisition times were confirmed from the calculated radiation counts and random fractions. The statistical significance of three groups was confirmed through one-way ANOVA test. On the basis of the counts of 2 minutes on normal group, the SNR of overweight group and obese group were compared. Results: The SNR were increased with loger aquisition time in 3 groups. In the condition of same acquisition time, the SNR had a statistical significance (P<0.05). The SNR were decreased to the normal, overweight, and obese, respectively. Liver activity had no significance difference on each group and RF had the significance differences (P<0.05). On the basis of the counts of 2 minutes on normal group, there were no statistical significance in a three minute acquisitions of overweight group and two minute acquisitions of obese group (P=0.150). Conclusion: In this study, the administrated amount of radiation dose did not adjust as the change of the patients weight. Increasing the acquisition time when the administration of the same amount of dose was able to get a good result of SNR. When the Based 2 minute on normal group, if overweight and obese case the increased acquisition time of 3 minute was able to obtain a similar SNR. On the basis of the normal group, the acquisition times of overweight and obese group were increased to 3 minutes per bed and the SNR were similar to the normal group.

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복잡한 영상신호에서 디스터번스 맵을 이용한 움직이는 물체 자동감지, 획득 및 추적 (Automatic Moving Target Detection, Acquisition and Tracking using Disturbance Map in Complex Image Sequences)

  • 조재수;추길환
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2003년도 학술회의 논문집 정보 및 제어부문 A
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    • pp.199-202
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    • 2003
  • An effective method is proposed for detecting, acquisition and tracking of a moving object using a disturbance map method in complex image sequences. A significant moving object is detected and tracked within the field of view by computing a modified disturbance map method between an Input image and a temporal average image. This method is very efficient in the serveillance application of digital CCTV and an automatic tracking camera. Experimental results using a real image sequence confirmed that the proposed method can effectively detect and track a significant moving object in complex image sequences.

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