• Title/Summary/Keyword: 영상기반모사

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인공지능 기반 화물관리 시스템 개발

  • 차지혜;윤인근;임범현;박종진;이인;정두훈;김민정
    • Proceedings of the Korean Institute of Navigation and Port Research Conference
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    • 2022.11a
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    • pp.245-247
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    • 2022
  • 컨테이너선에서 스위치보드와 리퍼컨테이너의화재 발생 전과 후를 CCTV 및 열화상카메라, 추가센서류로 상시 모니터링하여, 화재 전 이상감지와 화재 후 불꽃, 연기 등의 화재 종류를 선내 알림하여 즉시 조치할 수 있도록 효율적인 화물관리시스템을 설계하고, 정확도 높은 화재 감지를 목적으로 데이터 학습을 위한 영상 및 전류 데이터 수집과 실제 컨테이너 스위치보드 및 리퍼컨테이너 레이아웃을 모사한 Testbed를 구축하였습니다.

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The Application of Chamfer Matching Algorithm to the Error Analysis of a Treatment Field between a Simulation Image and a Portal Image (챔퍼 매칭(Chamfer Matching) 알고리즘을 활용한 모의치료 영상과 포탈(Portal) 영상의 비교, 분석)

  • 송주영;나병식;정웅기;안성자;남택근;서태석
    • Progress in Medical Physics
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    • v.14 no.3
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    • pp.189-195
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    • 2003
  • The comparative analysis of a portal image and a simulation image is a very important process in radiotherapy for verifying the accuracy of an actual treatment field. In this study, we applied a chamfer-matching algorithm to compare a portal image with a simulation image and verified the accuracy of the algorithm to analyze the field matching error in the portal image. We also developed an analysis program that could analyze the two images more effectively with a chamfer-matching method and demonstrated its efficacy through a feasibility study. With virtual portal images, the accuracy of the analysis algorithm were acceptable considering the average error of shift (0.64 mm), rotation (0.32$^{\circ}$), and scale (1.61%). When the portal images of a head and neck phantom were analyzed, the accuracy and suitability of the developed analysis program was proven considering the acceptable average error of shift (1.55 mm), rotation (0.80$^{\circ}$), and scale (1.72%). We verified the applicability of a chamfer-matching algorithm to the comparative analysis of a portal image with a simulation image. The analysis program developed in this study was a practical tool to calculate the quantitative error of the treatment field in a portal image.

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A Study on Clustering Representative Color of Natural Environment of Korean Peninsula for Optimal Camouflage Pattern Design (최적 위장무늬 디자인을 위한 한반도 자연환경 대표 색상 군집화 연구)

  • Chun, Sungkuk;Kim, Hoemin;Yoon, Seon Kyu;Yun, Jeongrok;Kim, Un Yong
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2019.07a
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    • pp.315-316
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    • 2019
  • 전투복, 군용 천막 등에 사용되는 위장무늬는 군 작전 수행 시 주변 환경의 색상, 패턴을 모사하여 개인병사 및 무기체계의 위장 기능을 극대화하고, 이를 통해 아군의 생명과 시설피해를 최소화하기 위한 목적으로 사용된다. 특히 최근 들어 군의 작전환경과 임무가 복잡하고 다양해짐에 따라, 작전환경에 대한 데이터의 취득 및 정량적 분석을 통해 전장 환경에 최적화된 위장무늬 패턴 및 색상 추출에 대한 연구의 필요성이 증대되고 있다. 본 논문에서는 한반도 자연환경 영상에 대한 자기 조직화 지도(SOM, Self-organizing Map) 기반의 한반도 자연환경 대표 색상 군집화 연구 방법에 대해 서술한다. 이를 위해 한반도 내 위도를 고려한 장소에서 시간별, 계절별 자연환경 영상 수집을 진행하며, 수집된 영상 내 다수의 화소의 군집화를 위해 2차원 SOM을 활용한다. 영상 내 각 화소의 색상 값에 대한 SOM의 학습 시, RGB공간상의 색차/색상 인지 왜곡을 피하기 위하여 CIEDE2000 색차 식을 통해 군집화를 진행한다. 실험결과에서는 온라인상으로 수집한 여름 및 가을철 대표 색상 군집화 결과와, 현재까지 수집된 계절별 자연환경 사진 내 6억 7648개 화소에 대한 대표 색상 군집화 결과를 보여준다.

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Enhancing A Neural-Network-based ISP Model through Positional Encoding (위치 정보 인코딩 기반 ISP 신경망 성능 개선)

  • DaeYeon Kim;Woohyeok Kim;Sunghyun Cho
    • Journal of the Korea Computer Graphics Society
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    • v.30 no.3
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    • pp.81-86
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    • 2024
  • The Image Signal Processor (ISP) converts RAW images captured by the camera sensor into user-preferred sRGB images. While RAW images contain more meaningful information for image processing than sRGB images, RAW images are rarely shared due to their large sizes. Moreover, the actual ISP process of a camera is not disclosed, making it difficult to model the inverse process. Consequently, research on learning the conversion between sRGB and RAW has been conducted. Recently, the ParamISP[1] model, which directly incorporates camera parameters (exposure time, sensitivity, aperture size, and focal length) to mimic the operations of a real camera ISP, has been proposed by advancing the simple network structures. However, existing studies, including ParamISP[1], have limitations in modeling the camera ISP as they do not consider the degradation caused by lens shading, optical aberration, and lens distortion, which limits the restoration performance. This study introduces Positional Encoding to enable the camera ISP neural network to better handle degradations caused by lens. The proposed positional encoding method is suitable for camera ISP neural networks that learn by dividing the image into patches. By reflecting the spatial context of the image, it allows for more precise image restoration compared to existing models.

Performance Estimation of Large-scale High-sensitive Compton Camera for Pyroprocessing Facility Monitoring (파이로 공정 모니터링용 대면적 고효율 콤프턴 카메라 성능 예측)

  • Kim, Young-Su;Park, Jin Hyung;Cho, Hwa Youn;Kim, Jae Hyeon;Kwon, Heungrok;Seo, Hee;Park, Se-Hwan;Kim, Chan Hyeong
    • Journal of Radiation Protection and Research
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    • v.40 no.1
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    • pp.1-9
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    • 2015
  • Compton cameras overcome several limitations of conventional mechanical collimation based gamma imaging devices, such as pin-hole imaging devices, due to its electronic collimation based on coincidence logic. Especially large-scale Compton camera has wide field of view and high imaging sensitivity. Those merits suggest that a large-scale Compton camera might be applicable to monitoring nuclear materials in large facilities without necessity of portability. To that end, our research group have made an effort to design a large-scale Compton camera for safeguard application. Energy resolution or position resolution of large-area detectors vary with configuration style of the detectors. Those performances directly affect the image quality of the large-scale Compton camera. In the present study, a series of Geant4 Monte Carlo simulations were performed in order to examine the effect of those detector parameters. Performance of the designed large-scale Compton camera was also estimated for various monitoring condition with realistic modeling. The conclusion of the present study indicates that the energy resolution of the component detector is the limiting factor of imaging resolution rather than the position resolution. Also, the designed large-scale Compton camera provides the 16.3 cm image resolution in full width at half maximum (angular resolution: $9.26^{\circ}$) for the depleted uranium source considered in this study located at the 1 m from the system when the component detectors have 10% energy resolution and 7 mm position resolution.

Real-Time 3D Ultrasound Imaging Method Using a Cross Array Based on Synthetic Aperture Focusing: II. Linear Wave Front Transmission Approach (합성구경 기반의 교차어레이를 이용한 실시간 3차원 초음파 영상화 기법 : II. 선형파면 송신 방법)

  • 김강식;송태경
    • Journal of Biomedical Engineering Research
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    • v.25 no.5
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    • pp.403-414
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    • 2004
  • In the accompanying paper, we proposed a real. time volumetric imaging method using a cross array based on receive dynamic focusing and synthetic aperture focusing along lateral and elevational directions, respetively. But synthetic aperture methods using spherical waves are subject to beam spreading with increasing depth due to the wave diffraction phenomenon. Moreover, since the proposed method uses only one element for each transmission, it has a limited transmit power. To overcome these limitations, we propose a new real. time volumetric imaging method using cross arrays based on synthetic aperture technique with linear wave fronts. In the proposed method, linear wave fronts having different angles on the horizontal plane is transmitted successively from all transmit array elements. On receive, by employing the conventional dynamic focusing and synthetic aperture methods along lateral and elevational directions, respectively, ultrasound waves can be focused effectively at all imaging points. Mathematical analysis and computer simulation results show that the proposed method can provide uniform elevational resolution over a large depth of field. Especially, since the new method can construct a volume image with a limited number of transmit receive events using a full transmit aperture, it is suitable for real-time 3D imaging with high transmit power and volume rate.

고선량율 근접치료에서 기존의 필름 방법과 CT 재구성 방법의 정확성 비교 연구

  • 장지나;서태석;허순녕;윤세철;김회남;이형구;최보영
    • Proceedings of the Korean Society of Medical Physics Conference
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    • 2003.09a
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    • pp.58-58
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    • 2003
  • 목적 : 본 연구에서는 C-arm과 CT에 사용 가능한 자궁경부암용 팬톰을 개발하고 이를 이용하여 기존의 필름 방법에 기반한 위치 확인 방법과 CT 재구성 방법의 정확성을 비교 연구하고자 한다. 정확성이 검증된 후에는 두 방법의 장점을 이용하기 위해 CT로 재구성된 좌표를 필름의 좌표로 변환시켜 현재 사용되고 있는 필름에 기반한 근접 치료 계획 시행에 도움을 주고자 한다. 방법 : 자체 제작한 자궁경부암용 팬톰은 인체 등가 물질인 물과 아크릴을 사용하였고, 크게 localizer 부분과 팬톰 부분으로 구성되어 있다. 또한, 실제 자궁경부암 환자의 임상적인 구조를 모사하여 제작하였다. 자궁경부암 치료시 중요 장기인 방광과 직장을 구와 원기둥으로 설계하였고, 고선량율 applicator는 아크릴 판의 흠으로 고정시켜 제작하였기 때문에 CT 촬영시 applicator를 제거한 영상에서도 applicator의 구조가 정확하게 묘사될 수 있도록 제작하였다. 두 시스템에서 재구성된 좌표를 비교하기 위해 각각의 시스템에서의 얻은 재구성 좌표와 팬톰 자체의 localizer와 재구성 알고리즘을 바탕으로 개발된 프로그램을 이용하여 얻은 좌표로 두 재구성 좌표의 비교 연구를 수행하였다. 정확성이 검증되고 장기의 정보가 담긴 CT의 좌표는 자체 개발된 프로그램으로 2 차원의 필름 좌표로 변환되었다. 본 연구에 사용된 모든 프로그램은 ILD 5.5를 사용하여 개발되었다. 결과 : 두 시스템의 좌표 비교 결과 x, y 축은 차이가 2mm 이내로 비교적 정확한 실험 결과를 얻을 수 있었고, z 축의 경우 CT 슬라이드의 굵기에 따라 2mm-3mm 이내의 차이가 있음을 관찰할 수 있었다. z 축을 제외한 좌표의 차이는 획득한 영상에서 컴퓨터로 좌표를 옮기는 localizer 좌표 선택 과정에 발생했을 것으로 예상된다. 또한, 이 검증된 좌표와 개발된 프로그램을 이용하여 우리는 CT의 좌표를 2차원의 필름 좌표로 정확하게 변환할 수 있었다. 결론 : 이 연구로부터 기존의 C-arm 재구성 방법과 CT 재구성 방법의 비교를 통해 각 치료 기기의 신뢰성을 직접 확인할 수 있었으며, 비교를 통해 검증된 CT의 좌표를 필름 좌표로 변환시킴으로서, 각 시스템의 장점만을 결합한 효과적인 치료 계획을 세울 수 있는 가능성을 제시하였다. 또한 물과 아크릴을 사용한 비교적 간단하고 경제적인 방법으로 C-arm, CT 그리고 MRI에 모두 이용 가능한 팬톰을 제작하여 쉽고 정확하게 위치를 확인할 수 있었다. 더 나아가, 본 연구에서 제작된 자궁경부암 팬톰은 근접치료를 포함하여 관련 팬톰 개발에 도움을 줄 수 있을 것으로 예상된다.

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Defining the Tumour and Gross Tumor Volume using PET/CT : Simulation using Moving Phantom (양전자단층촬영장치에서 호흡의 영향에 따른 종양의 변화 분석)

  • Jin, Gye-Hwan
    • Journal of the Korean Society of Radiology
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    • v.15 no.7
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    • pp.935-942
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    • 2021
  • Involuntary movement of internal organs by respiration is a factor that greatly affects the results of radiotherapy and diagnosis. In this study, a moving phantom was fabricated to simulate the movement of an organ or a tumor according to respiration, and 18F-FDG PET/CT scan images were acquired under various respiratory simulating conditions to analyze the movement range of the tumor movement by respiration, the level of artifacts according to the size of the tumor and the maximum standardized uptake value (SUVmax). Based on Windows CE 6.0 as the operating system, using electric actuator, electric actuator positioning driver, and programmable logic controller (PLC), the position and speed control module was operated normally at a moving distance of 0-5 cm and 10, 15, and 20 reciprocations. For sphere diameters of 10, 13, 17, 22, 28, and 37 mm at a delay time of 100 minutes, 80.4%, 99.5%, 107.9%, 113.1%, 128.0%, and 124.8%, respectively were measured. When the moving distance was the same, the difference according to the respiratory rate was insignificant. When the number of breaths is 20 and the moving distance is 1 cm, 2 cm, 3 cm, and 5 cm, as the moving distance increased at the sphere diameters of 10, 13, 17, 22, 28, and 37 mm, the ability to distinguish images from smaller spheres deteriorated. When the moving distance is 5 cm compared to the still image, the maximum values of the standard intake coefficient were 18.0%, 23.7%, 29.3%, 38.4%, 49.0%, and 67.4% for sphere diameters of 10, 13, 17, 22, 28, and 37 mm, respectively.

Real-Time 3D Ultrasound Imaging Method Using a Cross Array Based on Synthetic Aperture Focusing: I. Spherical Wave Transmission Approach (합성구경 기반의 교차어레이를 이용한 실시간 3차원 초음파 영상화 기법 : I. 구형파 송신 방법)

  • 김강식;송태경
    • Journal of Biomedical Engineering Research
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    • v.25 no.5
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    • pp.391-401
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    • 2004
  • 3D imaging systems using 2D phased arrays have a large number of active channels, compelling to use a very expensive and bulky beamforming hardware, and suffer from low volume rate because, in principle, at least one ultrasound transmit-receive event is necessary to construct each scanline. A high speed 3D imaging method using a cross array proposed previously to solve the above limitations can implement fast scanning and dynamic focusing in the lateral direction but suffer from low resolution except at the fixed transmit focusing along the elevational direction. To overcome these limitations, we propose a new real-time volumetric imaging method using a cross array based on the synthetic aperture technique. In the proposed method, ultrasound wave is transmitted successively using each elements of an 1D transmit array transducer, one at a time, which is placed along the elevational direction and for each firing, the returning pulse echoes are received using all elements of an 1D receive array transducer placed along the lateral direction. On receive, by employing the conventional dynamic focusing and synthetic aperture method along lateral and elevational directions, respectively, ultrasound waves can be focused effectively at all imaging points. In addition, in the proposed method, a volume of interest consisting of any required number of slice images, can be constructed with the same number of transmit-receive steps as the total number of transmit array elements. Computer simulation results show that the proposed method can provide the same and greatly improved resolutions in the lateral and elevational directions, respectively, compared with the 3D imaging method using a cross array based on the conventional fixed focusing. In the accompanying paper, we will also propose a new real-time 3D imaging method using a cross array for improving transmit power and elevational spatial resolution, which uses linear wave fronts on transmit.

Evaluation of Image Qualities for a Digital X-ray Imaging System Based on Gd$_2$O$_2$S(Tb) Scintillator and Photosensor Array by Using a Monte Carlo Imaging Simulation Code (몬테카를로 영상모의실험 코드를 이용한 Gd$_2$O$_2$S(Tb) 섬광체 및 광센서 어레이 기반 디지털 X-선 영상시스템의 화질평가)

  • Jung, Man-Hee;Jung, In-Bum;Park, Ju-Hee;Oh, Ji-Eun;Cho, Hyo-Sung;Han, Bong-Soo;Kim, Sin;Lee, Bong-Soo;Kim, Ho-Kyung
    • Journal of Biomedical Engineering Research
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    • v.25 no.4
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    • pp.253-259
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    • 2004
  • in this study, we developed a Monte Carlo imaging simulation code written by the visual C$\^$++/ programing language for design optimization of a digital X-ray imaging system. As a digital X-ray imaging system, we considered a Gd$_2$O$_2$S(Tb) scintillator and a photosensor array, and included a 2D parallel grid to simulate general test renditions. The interactions between X-ray beams and the system structure, the behavior of lights generated in the scintillator, and their collection in the photosensor array were simulated by using the Monte Carlo method. The scintillator thickness and the photosensor array pitch were assumed to 66$\mu\textrm{m}$ and 48$\mu\textrm{m}$, respertively, and the pixel format was set to 256 x 256. Using the code, we obtained X-ray images under various simulation conditions, and evaluated their image qualities through the calculations of SNR (signal-to-noise ratio), MTF (modulation transfer function), NPS (noise power spectrum), DQE (detective quantum efficiency). The image simulation code developed in this study can be applied effectively for a variety of digital X-ray imaging systems for their design optimization on various design parameters.