• Title/Summary/Keyword: 양전자 단층

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Performance Evaluation of a Convolutional Neural Network Models for Diagnosing Malignant Pleural Effusion Using Positron Emission Tomography (양전자 단층 촬영 영상을 사용한 악성 흉수 진단을 위한 컨볼루션 신경망 기반 딥러닝 모델의 성능 평가)

  • Yeji Kim;Jong-Min Lee;Seung-Jin Yoo;Bo-Guen Kim;Hyun Lee;Yun Young Choi;Soo Jin Lee
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2024.01a
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    • pp.17-18
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    • 2024
  • 악성 흉수의 진단은 세포학적 검사로 암세포를 확인하는 것이 필수적이며 진단율은 50~80%로 나타난다. 양성자 단층 촬영은 비침습적으로 암 병기를 평가하는 유용한 방법이다. 하지만 암이 아닌 다른 원인으로 인한 포도당 대사로 인하여 양전자 단층 촬영만으로 악성 흉수를 진단하는 데 어려움이 있다. 악성 흉수 자동 진단 모델은 암세포를 진단하는데 있어서 보조적인 역할이 가능하다. 이에 따라 본 연구는 컨볼루션 신경망 기반의 딥러닝 모델을 개발하여 악성 흉수 진단 성능을 확인하고 진단의 보조적 목적으로써 딥러닝의 사용 가능성을 확인하고자 하였다. 결과적으로 모델 전반적으로 accuracy 0.7~0.86의 높은 성능을 보였다. 본 연구의 결과를 통해 실제 의료 환경에서 악성 흉수를 진단하는데 딥러닝 모델이 보조적인 역할을 할 수 있을 것으로 기대된다.

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Resolution Improvement of the Positron Computerized Tomography with a New Positron Camera Tomographic System (분해능 향상을 위한 새로운 양전자 단층 촬영기의 제안)

  • Hong, Ki-Sang;Ra, Jong-Beom
    • Journal of the Korean Institute of Telematics and Electronics
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    • v.16 no.6
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    • pp.22-30
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    • 1979
  • A new circular ring position camera tomographic system termed "Oscillatory Dichotomic Ring" system is proposed and its performance is simulated. It is basically a circular ring system, composed of two half rings, which has the capability of scanning so that any sampling intervals can be obtained. Since finer sampling means poorer photon statistcs, simulations with varous signal dependent statistical noise effects, ray sampling and arrangement as well as related artifacts peculiar to the proposed Dichotomic Ring system are made.

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A study on image registration and fusion of MRI and SPECT/PET (뇌의 단일 광자 방출 전산화 단층촬영 영상, 양전자 방출 단층 촬영 영상 그리고 핵자기공명 영상의 융합과 등록에 관한 연구)

  • Joo, Ra-Hyung;Choi, Yong;Kwon, Soo-Il;Heo, Soo-Jin
    • Progress in Medical Physics
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    • v.9 no.1
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    • pp.47-53
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    • 1998
  • Nuclear Medicine Images have comparatively poor spatial resolution, making it difficult to relate the functional information which they contain to precise anatomical structures. Anatomical structures useful in the interpretation of SPECT /PET Images were radiolabelled. PET/SPECT Images Provide functional information, whereas MRI mainly demonstrate morphology and anatomical. Fusion or Image Registration improves the information obtained by correlating images from various modalities. Brain Scan were studied on one or more occations using MRI and SPECT. The data were aligned using a point pair methods and surface matching. SPECT and MR Images was tested using a three dimensional water fillable Hoffman Brain Phantom with small marker and PET and MR Image was tested using a patient data. Registration of SPECT and MR Images is feasible and allows more accurate anatomic assessment of sites of abnormal uptake in radiolabeled studies. Point based registration was accurate and easily implemented three dimensional registration of multimodality data set for fusion of clinical anatomic and functional imaging modalities. Accuracy of a surface matching algorithm and homologous feature pair matching for three dimensional image registration of Single Photon Emission Computed Tomography Emission Computed Tomography (SPECT), Positron Emission Tomography (PET) and Magnetic Resonance Images(MRD was tested using a three dimensional water fill able brain phantom and Patients data. Transformation parameter for translation and scaling were determined by homologous feature point pair to match each SPECT and PET scan with MR images.

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Characterization Study of Detector Module with Crystal Array for Small Animal PET: Monte Carlo Simulation (소동물 전용 양전자방출단층시스템의 섬광체 배열에 따른 특성 평가: 몬테칼로 시뮬레이션 연구)

  • Baek, Cheol-Ha
    • The Journal of the Korea Contents Association
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    • v.15 no.4
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    • pp.350-356
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    • 2015
  • The aim of this study is to perform simulations to design the detector module with crystal array by Monte Carlo simulation. For this purpose, a small animal PET scanner, employing module with 1~8 crystal array discrimination scheme, was designed. The proposed scanner has an inner diameter of 100 mm with detector modules in crystal array. Each module is composed of a 5.0 mm LSO crystal with a $2.0{\times}2.0mm^2$ sensitive area with a pitch 2.1 mm and 10.0 mm thickness. The LSO crystals are attached to the SiPM which has a dimension of $2.0{\times}2.0mm^2$. The detector module with crystal array of the designed PET detector was simulated using the Monte Carlo code GATE(Geant4 Application for Tomographic Emission). The detector is enough compensation for the loss of data in sinogram due to gaps between modules. The results showed that the high sensitivity and effectively reduced the problem about the missing data were greatly improved by using the detector module with 1 crystal array.

양전자방출단층촬영(PET)에서 몬테-칼를로 모사계산에 의한 산란분획 평가

  • 신동휘;최진주;이정림;최창운;임상무;홍성운
    • Proceedings of the Korean Nuclear Society Conference
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    • 1998.05b
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    • pp.741-745
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    • 1998
  • 양전자방출단층촬영 영상획득시 수반되는 산란분획의 분포를 Monte-Carlo simulation을 이용하며 평가하고자 하였다. 모사계산에서는 GE Advance PET 스캐너와 NEMA 규정에 의한 팬텀을 모델화하였고 선상선원을 대상으로 평균 산란분획 10.2%와 산란방사선의 축방향 분포를 구하였다. 방사선원 F-18을 사용한 실제 측정의 평균산란 분획 9.16%와 산란방사선 분포를 비교하여 유사한 결과를 얻었다.

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