• Title/Summary/Keyword: 초음파 진단

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Ultrasound Image Classification of Diffuse Thyroid Disease using GLCM and Artificial Neural Network (GLCM과 인공신경망을 이용한 미만성 갑상샘 질환 초음파 영상 분류)

  • Eom, Sang-Hee;Nam, Jae-Hyun;Ye, Soo-Young
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.26 no.7
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    • pp.956-962
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    • 2022
  • Diffuse thyroid disease has ambiguous diagnostic criteria and many errors occur according to the subjective diagnosis of skilled practitioners. If image processing technology is applied to ultrasound images, quantitative data is extracted, and applied to a computer auxiliary diagnostic system, more accurate and political diagnosis is possible. In this paper, 19 parameters were extracted by applying the Gray level co-occurrence matrix (GLCM) algorithm to ultrasound images classified as normal, mild, and moderate in patients with thyroid disease. Using these parameters, an artificial neural network (ANN) was applied to analyze diffuse thyroid ultrasound images. The final classification rate using ANN was 96.9%. Using the results of the study, it is expected that errors caused by visual reading in the diagnosis of thyroid diseases can be reduced and used as a secondary means of diagnosing diffuse thyroid diseases.

Screening Tests for Epithelial Cancer of the Ovary (상피성 난소암의 선별 검사)

  • Lee, D.J.
    • Journal of Yeungnam Medical Science
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    • v.14 no.2
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    • pp.293-313
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    • 1997
  • 이상에서 고찰하였듯이 현재까지는 어느 하나로 결정할 만한 선별 검사 방법이 없지만, 그 중에서 경질 초음파 검사와 color-flow Doppler 초음파 검사가 시행하기가 쉬우면서 민감하고 비교적 특이도가 높은 방법이라고 할 수 있다. 그러나 역학적인 면에서 조기 진단 혹은 선별 검사의 효율은 검사의 시행과 그에 따른 처치에 의해 사망률이 실제로 감소되었을 때 유의하다고 할 수 있으며, 이런 면에서 아직까지 난소암으로 인한 사망률을 감소시킬 만한 결정적인 선별 검사 방법은 알려져 있지 않다. 사망률이 1/3 감소되었음을 확인하는데 100,000명의 선별 검사자와 100,000명의 대조군이 필요하므로 앞으로 보다 많은 인구를 대상으로 한 역학적인 연구가 필요하다. 앞으로의 선별 검사에는 보다 특이도가 높은 종양 표지 물질의 개발, 초음파를 비롯한 진단 기기의 혁신적인 발달이 필요하며 이는 현재까지의 발전 상황으로 보아 실제로 가능할 것으로 생각된다. 이와 더불어 돌연변이를 일으킨 난소 상피 세포가 수 차례의 분열만 일으키더라도 그 유전자 산물을 검색해 낼 수 있고, 나아가서는 DNA 진단까지 가능한 분자 생물학적 혹은 세포 유전학전 진단 방법의 개발과 이용도 기대된다.

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Parametric Image Generation and Enhancement in Contrast-Enhanced Ultrasonography (조영증강 초음파 진단에서 파라미터 영상 생성 및 개선 기법)

  • Kim, Shin-Hae;Lee, Eunlim;Jo, Eunbee;Kim, Ho-Joon
    • Proceedings of the Korea Information Processing Society Conference
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    • 2016.10a
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    • pp.708-711
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    • 2016
  • 본 논문에서는 의료초음파 영상에서 진단 파라미터 데이터를 가시화 하는 방법론으로서 연속적인 픽셀 값을 갖는 전이시간 데이터의 표현과, 4가지 유형의 값으로 분류되는 병변 진단 파라미터 영상을 생성하는 방법을 제시한다. 또한 생성된 파라미터 영상에서 노이즈를 제거하기 위한 방법론으로서 MRF 모델을 이용한 영상개선 기법을 제안한다. 이러한 파라미터 영상 생성기법은 초음파 진단 데이터에서 조영증강 패턴의 동적인 변화에 대한 육안 판별의 한계를 극복할 수 있게 한다. MRF 기반 영상개선 과정에서 연속적인 픽셀 값에 대한 에너지함수를 정의하고 이를 최적화 하는 기법을 개발하였으며 실제 의료영상을 사용한 실험을 통하여 제안된 이론의 유용성을 평가하였다.

Implementation of Multi-Core Processor for Beamforming Algorithm of Mobile Ultrasound Image Signals (모바일 초음파 영상신호의 빔포밍 알고리즘을 위한 멀티코어 프로세서 구현)

  • Choi, Byong-Kook;Kim, Jong-Myon
    • The KIPS Transactions:PartA
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    • v.18A no.2
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    • pp.45-52
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    • 2011
  • In the past, a patient went to the room where an ultrasound image diagnosis device was set, and then he or she was examined by a doctor. However, currently a doctor can go and examine the patient with a handheld ultrasound device who stays in a room. However, it was implemented with only fundamental functions, and can not meet the high performance required by the focusing algorithm of ultrasound beam which determines the quality of ultrasound image. In addition, low energy consumption was satisfied for the mobile ultrasound device. To satisfy these requirements, this paper proposes a high-performance and low-power single instruction, multiple data (SIMD) based multi-core processor that supports a representative beamforming algorithm out of several focusing methods of mobile ultrasound image signals. The proposed SIMD multi-core processor, which consists of 16 processing elements (PEs), satisfies the high-performance required by the beamforming algorithm by exploiting considerable data-level parallelism inherent in the echo image data of ultrasound. Experimental results showed that the proposed multi-core processor outperforms a commercial high-performance processor, TI DSP C6416, in terms of execution time (15.8 times better), energy efficiency (6.9 times better), and area efficiency (10 times better).

Ultrasound-optical imaging-based multimodal imaging technology for biomedical applications (바이오 응용을 위한 초음파 및 광학 기반 다중 모달 영상 기술)

  • Moon Hwan Lee;HeeYeon Park;Kyungsu Lee;Sewoong Kim;Jihun Kim;Jae Youn Hwang
    • The Journal of the Acoustical Society of Korea
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    • v.42 no.5
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    • pp.429-440
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    • 2023
  • This study explores recent research trends and potential applications of ultrasound optical imaging-based multimodal technology. Ultrasound imaging has been widely utilized in medical diagnostics due to its real-time capability and relative safety. However, the drawback of low resolution in ultrasound imaging has prompted active research on multimodal imaging techniques that combine ultrasound with other imaging modalities to enhance diagnostic accuracy. In particular, ultrasound optical imaging-based multimodal technology enables the utilization of each modality's advantages while compensating for their limitations, offering a means to improve the accuracy of the diagnosis. Various forms of multimodal imaging techniques have been proposed, including the fusion of optical coherence tomography, photoacoustic, fluorescence, fluorescence lifetime, and spectral technology with ultrasound. This study investigates recent research trends in ultrasound optical imaging-based multimodal technology, and its potential applications are demonstrated in the biomedical field. The ultrasound optical imaging-based multimodal technology provides insights into the progress of integrating ultrasound and optical technologies, laying the foundation for novel approaches to enhance diagnostic accuracy in the biomedical domain.

Clinical Manifestations of Ureteral Duplication in Children (소아 중복 요관의 임상적 고찰)

  • Han Jung-Woo;Hwang Dae-Hwan;Park Jee-Min;Han Sang-Won;Lee Jae-Seung
    • Childhood Kidney Diseases
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    • v.7 no.2
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    • pp.189-196
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    • 2003
  • Purpose : Ureteral duplication is a common urologic anomaly and early diagnosis may prevent irreversible renal damage. We thus aimed to evaluate the benefits of prenatal sonography in early detection. Methods : We retrospectively studied 55 children with duplicated systems who were admitted to Severance Hospital, Yonsei University, Seoul, Korea from January 1998 to July 2003. Results : The mean age at diagnosis was 2.3 years old. 89% of the children had complete duplicated ureter. 47% of the children visited the hospital with an initial complaint of abnormal prenatal sonographic findings. Among these patients, 70.8% had DMSA defects. The mean differential renal function(DRF) in the DMSA scan was 48.2% in the group diagnosed prenatally. In the postnatally-diagnosed group, DMSA defects were found in 67.7% patients and the mean DRF was 45.5%. Conclusion : In comparison with the past studies, the mean age at diagnosis is becoming younger, and the proportion of abnormal prenatal sonography as an initial complaint larger. Other clinical manifestations were similar. The difference of the renal damage between the prenatally diagnosed group and the postnatally diagnosed group was not statistically significant. A multi-center study may help to prove the importance of prenatal sonography in early diagnosis and treatment of ureteral duplication. (J Korean Soc Pediatr Nephrol 2003;7:189-196)

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Multi-Dimensional Decision Support System for CAD(Computer Aided Diagnosis) (CAD(Computer AidedDiagnosis)의 다차원적인의사결정지원시스템)

  • Jeong, In-Seong;Wang, Ji-Nam
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 2004.05a
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    • pp.13-18
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    • 2004
  • 최근 몇 년간 방사선 의학진단과 관련된 연구가 한층 높아진 가운데 유방암은 여성의 암 중에서 1위를 차지하고 조기에 진단하고 치료하기 위한 국가적인 노력이 필요한 시점이다. 이렇듯 여성들의 유방암 발생빈도수가 급증하면서 대두 되고 있는 것이 조기 진단방법인 Mammography와 초음파 진단이며 그로인하여 발생하는 오진률 역시 많은 연구가 진행 되고 있다. 먼저 Mammography 및 초음파 진단의 문제점 보면 첫째 촬영과정에서의 오차, 둘째 영상의 선명도 ,셋째 전문의의 판독에 대한오차, 넷째 의사의 경험으로 진단함으로 표준화가 존재하지 않는다는 공통적인 문제점을 가지고 있다. 본 연구에서는 CAD 시스템의 프레임웍 및 요소 기술을 제시하여 의사의 진단을 보조적 수행이 보다 수월하도록 하고자 한다. 본 연구에서는 CAD시스템의 기능은 Detection기능(Image enhancement, Morphology, segment detection)과 Diagnosis기능( Neural Natwork등을 이용하여 증상을 판단)이다. 또한 과거 자료를 이용한 변이 및 변화를 예측함으로써 향후 있을 위험요소에 대비가 가능한 모듈과 전문의사가 대화형으로 빠르게 진단지식을 구축할 수 있는 지능형, 대화형 온라인 진단기능을 추가함으로써 외국의 CAD시스템과는 많은 차이가 있다고 볼 수 있다.

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Efficient Extraction of efficient regions in ultrasound images (초음파 영상에서 효과적인 관심영역의 추출)

  • Kim, Tae-Sik;Kim, K-W
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2007.10a
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    • pp.901-904
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    • 2007
  • Nowadays, in many fields of medical treatment, we can make an observation and a diagnosis of inward disease without using a surgical operation. As one of them, ultra-sound diagnosis system can be available widely in its cost and size compared with other medical instruments. This system also make it possible for us to see the inner parts of the body in real time harmlessly for a long time. So it can be utilized to inspect the movement of heart or fetus and to diagnose an internal disease of the soft tissues. Ultra-sound images can be generated by the reflexive and scattered wave through the pulse generator and so in ultrasound images there exist inherently many affective noised signals. In this paper, we are to take an noise-restrained image and to extract a more affective regions of the images.

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Detection Efficiency of Microcalcification using Computer Aided Diagnosis in the Breast Ultrasonography Images (컴퓨터보조진단을 이용한 유방 초음파영상에서의 미세석회화 검출 효율)

  • Lee, Jin-Soo;Ko, Seong-Jin;Kang, Se-Sik;Kim, Jung-Hoon;Park, Hyung-Hu;Choi, Seok-Yoon;Kim, Chang-Soo
    • Journal of radiological science and technology
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    • v.35 no.3
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    • pp.227-235
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    • 2012
  • Digital Mammography makes it possible to reproduce the entire breast image. And it is used to detect microcalcification and mass which are the most important point of view of nonpalpable early breast cancer, so it has been used as the primary screening test of breast disease. It is reported that microcalcification of breast lesion is important in diagnosis of early breast cancer. In this study, six types of texture features algorithms are used to detect microcalcification on breast US images and the study has analyzed recognition rate of lesion between normal US images and other US images which microcalification is seen. As a result of the experiment, Computer aided diagnosis recognition rate that distinguishes mammography and breast US disease was considerably high 70~98%. The average contrast and entropy parameters were low in ROC analysis, but sensitivity and specificity of four types parameters were over 90%. Therefore it is possible to detect microcalcification on US images. If not only six types of texture features algorithms but also the research of additional parameter algorithm is being continually proceeded and basis of practical use on CAD is being prepared, it can be a important meaning as pre-reading. Also, it is considered very useful things for early diagnosis of breast cancer.

Ultrasounds Image on the Disorders of the Ligaments Surrounding Temporomandibular Joints (측두하악관절 주변인대 질환의 초음파영상)

  • Hong, Soo-Min;Im, Yeong-Gwan;Kim, Byung-Gook
    • Journal of Oral Medicine and Pain
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    • v.33 no.4
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    • pp.387-394
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    • 2008
  • Purpose : The purpose of this study was to verify the usefulness and feasibility of ultrasonographic imaging for the detection of the disorders of the surrounding supporting structure such as articular capsule, retrodiscal tissue and related ligaments, osteoarthritic evidence and associated disc displacement at the temporomandibular joint(TMJ) Materials and Methods : 20 patients(40 joints) with periodic lock and crepitations were investigated prospectively using 12 MHz array transducer. Ultrasonographic Imagings were assessed for osteoarthritic surface changes of condyle, extent of disc displacement and disorders of surrounding structures. Ultrasonographic images were compared with clinical investigations, conventional radiography and Dental Computed Tomographic scans. Results : In clinical and conventional radiography, osteoarthritic changes were diagnosed in 8 joints. Ultrasonographically 7 of the 8 osteoarthritic changes were diagnosed correctly. Sensitivity, specificity, and accuracy of ultrasonography in the osteoarthritic detections were 87.5%, 62.5%, and 67.5% respectively. About the detection of disc displacement, disc displacement were diagnosed in 21 joints clinically. Ultrasonographically 19 of the 21 disc displacements were diagnosed correctly. Sensitivity, specificity, and accuracy of ultrasonography in the osteoarthritic detections were 95%, 90%, and 92.5% respectively. when the disorders of supportive structure were figured out, the disorders of supportive structure were diagnosed in 18 joints clinically. Ultrasonographically 1 of the 18 the disorders of supportive structure were diagnosed correctly. Sensitivity, specificity, and accuracy of ultrasonography in the osteoarthritic detections were 5.5%, 4.5%, and 55% respectively. Conclusion : Ultrasonography is an relatively reliable diagnostic tool for the detection of disc displacement and some of osteoarthritic changes. But it's not an insufficient imaging technique for the detection of the disorders of the surrounding structure.