• Title/Summary/Keyword: 컴퓨터 단층 영상

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Fuzzy Single Layer Perceptron using Dynamic Adjustment of Threshold (동적 역치 조정을 이용한 퍼지 단층 퍼셉트론)

  • Cho Jae-Hyun;Kim Kwang-Baek
    • Journal of the Korea Society of Computer and Information
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    • v.10 no.5 s.37
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    • pp.11-16
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    • 2005
  • Recently, there are a lot of endeavor to implement a fuzzy theory to artificial neural network. Goh proposed the fuzzy single layer perceptron algorithm and advanced fuzzy perceptron based on the generalized delta rule to solve the XOR Problem and the classical Problem. However, it causes an increased amount of computation and some difficulties in application of the complicated image recognition. In this paper, we propose an enhanced fuzzy single layer Perceptron using the dynamic adjustment of threshold. This method is applied to the XOR problem, which used as the benchmark in the field of pattern recognition. The method is also applied to the recognition of digital image for image application. In a result of experiment, it does not always guarantee the convergence. However, the network show improved the learning time and has the high convergence rate.

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Theoretical Investigation of Metal Artifact Reduction Based on Sinogram Normalization in Computed Tomography (컴퓨터 단층영상에서 사이노그램 정규화를 이용한 금속 영상왜곡 저감 방법의 이론적 고찰)

  • Jeon, Hosang;Youn, Hanbean;Nam, Jiho;Kim, Ho Kyung
    • Progress in Medical Physics
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    • v.24 no.4
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    • pp.303-314
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    • 2013
  • Image quality of computed tomography (CT) is very vulnerable to metal artifacts. Recently, the thickness and background normalization techniques have been introduced. Since they provide flat sinograms, it is easy to determine metal traces and a simple linear interpolation would be enough to describe the missing data in sinograms. In this study, we have developed a theory describing two normalization methods and compared two methods with respect to various sizes and numbers of metal inserts by using simple numerical simulations. The developed theory showed that the background normalization provide flatter sinograms than the thickness normalization, which was validated with the simulation results. Numerical simulation results with respect to various sizes and numbers of metal inserts showed that the background normalization was better than the thickness normalization for metal artifact corrections. Although the residual artifacts still existed, we have showed that the background normalization without the segmentation procedure was better than the thickness normalization for metal artifact corrections. Since the background normalization without the segmentation procedure is simple and it does not require any users' intervention, it can be readily installed in conventional CT systems.

Imaging Diagnosis using Computed Tomography in Three Dogs with Giant Bullous Emphysema (컴퓨터단층촬영을 이용한 거대 낭포성 폐기종의 진단 3례)

  • Choi, Soo-Young;O, I-Se;Kang, Jong-Il;Lee, In;Song, Yu-Mi;Jeong, Woo-Chang;Lee, Ki-Ja;Choi, Ho-Jung;Lee, Young-Won
    • Journal of Veterinary Clinics
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    • v.31 no.3
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    • pp.241-245
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    • 2014
  • A miniature pinscher and two Maltese dogs were present with dyspnea, and radiography and computed tomography (CT) were performed. All dogs were diagnosed with giant bullous emphysema of the massive, hyperexpanded, and hypoattenuating bulla causing contralateral mediastinal shift. Giant bullous emphysema, the rarest form of bullous lung disease, is defined as a bulla that fills more than 30% of the hemithorax, and multi-detector CT scanning could provide the useful information to confirm a diagnosis of giant bullous emphysema in older dogs. The radiographic and computed tomographic features for giant bullous emphysema were described.

Application of Computer-Aided Diagnosis for the Differential Diagnosis of Fatty Liver in Computed Tomography Image (전산화단층촬영 영상에서 지방간의 감별진단을 위한 컴퓨터보조진단의 응용)

  • Park, Hyong-Hu;Lee, Jin-Soo
    • Journal of the Korean Society of Radiology
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    • v.10 no.6
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    • pp.443-450
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    • 2016
  • In this study, we are using a computer tomography image of the abdomen, as an experimental linear research for the image of the fatty liver patients texture features analysis and computer-aided diagnosis system of implementation using the ROC curve analysis, from the computer tomography image. We tried to provide an objective and reliable diagnostic information of fatty liver to the doctor. Experiments are usually a fatty liver, via the wavelet transform of the abdominal computed tomography images are configured with the experimental image section, shows the results of statistical analysis on six parameters indicating a feature value of the texture. As a result, the entropy, average luminance, strain rate is shown a relatively high recognition rate of 90% or more, the control also, flatness, uniformity showed relatively low recognition rate of about 70%. ROC curve analysis of six parameters are all shown to 0.900 (p = 0.0001) or more, showed meaningful results in the recognition of the disease. Also, to determine the cut-off value for the prediction of disease six parameters. These results are applicable from future abdominal computed tomography images as a preliminary diagnostic article of diseases automatic detection and eventual diagnosis.

Vertebral Osteosarcoma Causing Compression of the Lumbar Spinal Cord in a Dog (개에서 요추부 척수를 압박하는 척추 골육종 발생례)

  • Kang, Byung-Jae;Ryu, Hak-Hyun;Park, Sung-Su;Rahman, Md. Mizanur;Sung, Gyu-Jin;Kim, Yong-Sun;Park, Jun-Won;Kim, Wan-Hee;Yoon, Jung-Hee;Kim, Dae-Yong;Kweon, Oh-Kyeong
    • Journal of Veterinary Clinics
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    • v.27 no.5
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    • pp.588-592
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    • 2010
  • A 15-year-old neutered male Yorkshire terrier was presented with a gait disorder of the pelvic limbs. For differential diagnosis of neural disease, magnetic resonance imaging (MRI) and computed tomography (CT) scan were performed. CT showed bone defect in the 4th lumbar vertebra and adjacent soft tissue mass. MRI revealed a mass in left side of the 4th lumbar vertebra. The mass was uniformly enhanced on contrast-enhanced T1-weighted imaging (T1W1). Excision of the mass alleviated back pain. Vertebral osteosarcoma was identified by the histopathological examination. Therefore, CT and MRI were helpful to diagnose vertebral osteosarcoma in the dog and to plan surgical excision of the mass.

Endobronchial Lipoma Diagnosed by Chest CT - A Case Report - (흉부컴퓨터 단층촬영으로 진단된 기관지내 지방종 -1례 보고-)

  • 박찬범;김환욱;조덕곤;안명임;송소향;김치홍;유진영;조규도;이선희
    • Journal of Chest Surgery
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    • v.36 no.1
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    • pp.39-42
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    • 2003
  • Endobronchial lipomas are rare benign tumors that arise from the lung. They partially or totally obstruct the bronchial lumen, producing a variable degree of collapse, irreversible bronchiectasis, and pulmonary damage. Although bronchoscope, CT and MR are reported to be helpful in establishing the diagnosis, CT is highly specific and sensitive in detecting fatty tumor. They may be removed by endoscope or thoracotomy or lobectomy. We present a case of endobronchial lipoma completely obstructing the right middle lobe and postobstructive irreversible pulmonary change with review of literatures.

Development of an MCNP-Based Cone-Beam CT Simulator (MCNP 기반의 CBCT 전산모사 시스템 개발)

  • Lim, Chang-Hwy;Cho, Min-Kook;Han, Jong-Chul;Youn, Han-Bean;Yun, Seung-Man;Cheong, Min-Ho;Kim, Ho-Kyung
    • Journal of the Korean Society for Nondestructive Testing
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    • v.29 no.4
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    • pp.351-359
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    • 2009
  • We have developed a computer simulator fur cone-beam computed tomography (CBCT) based on the commercial Monte Carlo code, MCNP. All the functions to generate input files, run MCNP, convert output files to image data, reconstruct tomographs were realized in graphical user-interface form. The performance of the simulator was demonstrated by comparing with the experimental data. Although some discrepancies were observed due to the ignorance of the detailed physics in the simulation, such as scattered X-rays and noise in image sensors, the overall tendency was well agreed between the measured and simulated data. The developed simulator will be very useful for understanding the operation and the better design of CT systems.

Evaluation of Accuracy on Hitchcoke CT/angio localization system using QA head phantom (QA용 두부 팬톰을 이용한 Hitchcoke CT 및 혈관조영 정위적 시스템에 대한 정확도 평가)

  • 김성현;서태석;윤세철;손병철;김문찬;신경섭
    • Progress in Medical Physics
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    • v.9 no.1
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    • pp.1-9
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    • 1998
  • In order to provide complementary image data, CT(computed tomography), MR(magnetic resonance) and angiography have been used in the field of Stereotactic Radiosurgery(SRS) and neurosurgery. The aim of this work is to develop 3-D stereotactic localization system in order to determine the precise shape, size and location of the lesion in the brain in the field of Stereotactic Radiosurgery(SRS) and neurosurgery using multi-image modality and multi purpose QA phantom. In order to obtain accurate position of a target, Hitchcoke stereotactic frame and CT/angiography localizers were rigidly attached to the phantom with nine targets dispersed in 3-D space. The algorithms to obtain a 3-D stereotactic coordinates of the target have been developed using the images of the geometrical phantom which were taken by CT/angiography. Positions of targets computed by our algorithms were compared to the absolute position assigned in the phantom. Outlines of targets on each CT image were superimposed each other on angiography images. A spatial mean distance errors were 1.02${\pm}$0.17mm for CT with a 512${\times}$512 matrix and 2mm slice thickness, 0.41${\pm}$0.05mm for angiogra- phy localization. The resulting accuracy in the target localization suggests that the developed system has enough Qualification for Stereotactic Radiosurgery (SRS).

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Medical Imaging of Tracheal laceration in a Young Alaskan Malamute Dog (어린 알래스카 말라뮤트견에서 기관열상의 영상의학증례)

  • Choi, Ho-Jung;Lee, Young-Won;Ha, Ji-Young;Kim, Jae-Hwan;Park, Ki-Tae;Yeon, Seong-Chan;Lee, Hee-Chun
    • Journal of Veterinary Clinics
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    • v.29 no.2
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    • pp.190-193
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    • 2012
  • A 2-month-old, intact female Alaskan Malamute was presented for evaluation of dyspnea and subcutaneous emphysema of the neck following biting wound. Two small punctured skin lesions and crepitus on the neck were found during physical examination. Radiographs revealed pneumomediastinum and subcutaneous emphysema. Confirmative diagnosis of tracheal laceration was made by identifying the tracheal wall discontinuity on the computed tomography. CT is a valuable tool to diagnose an external traumatic tracheal injury, and more specifically, to assess the location and the extent of laceration, and it leads to early definitive treatment and reduction of the incidence of complications.

3-dimensional Visualization of the Heart MR Image using Shape-based Interpolation (형태-기반 보간을 이용한 심장 자기공명영상의 3차원 가시화)

  • Park, Joo-Young;Hong, Helen;Bin, Seong-Won;Kim, Jong-won;Kim, Myoung-Hee
    • Journal of the Korea Computer Graphics Society
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    • v.1 no.2
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    • pp.226-233
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    • 1995
  • 본 논문에서는 심장과 심장 상부의 대동맥 및 폐동맥에 대한 형태-기반 보간법을 이용한 3차원 가시화 방법을 제안하였다. CT, MR과 같은 의학 영상들은 x나 y축 방향보다 z축 방향으로 더 낮은 해상도를 갖기 때문에 3차원적 가시화를 위해서는 먼저 각 단층 영상들간의 보간이 수행되어야 한다. 그러나, 지금까지 대부분의 3차원 의학영상 가시화에서는 선형보간법이나 또는 그와 유사한 보간법들을 주로 사용했는데, 이런 보간법들은 분기나 휘어지는 구조를 갖는 기관에는 좋은 결과를 생성하지 못했었다. 따라서, 본 논문에서는 분기와 휘어짐이 있는 심장부위 구조를 3차원적으로 가시화하기 위하여 형태-기반 보간법을 이용하였다. 형태-기반 보간법을 이용한 가시화는 다른 보간법을 사용한 경우와 달리 분명하고 자연스러운 구조 표현을 할 수 있었고, 각 단층 영상간의 보간수를 증가시킴에 따라 더 좋은 결과를 생성하는 것으로 나타났다.

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