• 제목/요약/키워드: Medical network

검색결과 1,666건 처리시간 0.039초

MLSE-Net: Multi-level Semantic Enriched Network for Medical Image Segmentation

  • Di Gai;Heng Luo;Jing He;Pengxiang Su;Zheng Huang;Song Zhang;Zhijun Tu
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제17권9호
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    • pp.2458-2482
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    • 2023
  • Medical image segmentation techniques based on convolution neural networks indulge in feature extraction triggering redundancy of parameters and unsatisfactory target localization, which outcomes in less accurate segmentation results to assist doctors in diagnosis. In this paper, we propose a multi-level semantic-rich encoding-decoding network, which consists of a Pooling-Conv-Former (PCFormer) module and a Cbam-Dilated-Transformer (CDT) module. In the PCFormer module, it is used to tackle the issue of parameter explosion in the conservative transformer and to compensate for the feature loss in the down-sampling process. In the CDT module, the Cbam attention module is adopted to highlight the feature regions by blending the intersection of attention mechanisms implicitly, and the Dilated convolution-Concat (DCC) module is designed as a parallel concatenation of multiple atrous convolution blocks to display the expanded perceptual field explicitly. In addition, MultiHead Attention-DwConv-Transformer (MDTransformer) module is utilized to evidently distinguish the target region from the background region. Extensive experiments on medical image segmentation from Glas, SIIM-ACR, ISIC and LGG demonstrated that our proposed network outperforms existing advanced methods in terms of both objective evaluation and subjective visual performance.

의료 화상 정보 시스템의 설계 및 구현 (Design and Implementation of Medical Image Information System)

  • 지은미;권용무
    • 대한의용생체공학회:의공학회지
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    • 제15권2호
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    • pp.121-128
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    • 1994
  • In this paper, MIlS (Medical Image Information System) has been designed and implemented using INGRES RDBMS, which is based on a client/server architecture. The implemnted system allows users to register and retrieve patient information, medical images and diagnostic reports. It also provides the function to display these information on workstation windows simultaneously by using the designed menu-driven graphic user interface. The medical image compression! decompression techniques are implemented and integrated into the medical image database system for the efficient data storage and the fast access through the network.

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Decision on Compression Ratios for Real-Time Transfer of Ultrasound Sequences

  • Lee, Jae-Hoon;Sung, Min-Mo;Kim, Hee-Joung;Yoo, Sun-Kwook;Kim, Eun-Kyung;Kim, Dong-Keun;Jung, Suk-Myung;Yoo, Hyung-Sik
    • 한국의학물리학회:학술대회논문집
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    • 한국의학물리학회 2002년도 Proceedings
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    • pp.489-491
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    • 2002
  • The need for video diagnosis in medicine has been increased and real-time transfer of digital video will be an important component in PACS and telemedicine. But, Network environment has certain limitations that the required throughput can not satisfy quality of service (QoS). MPEG-4 ratified as a moving video standard by the ISO/IEC provides very efficient video coding covering the various ranges of low bit-rate in network environment. We implemented MPEG-4 CODEC (coder/decoder) and applied various compression ratios to moving ultrasound images. These images were displayed in random order on a client monitor passed through network. Radiologists determined subjective opinion scores for evaluating clinically acceptable image quality and then these were statistically processed in the t-Test method. Moreover the MPEG-4 decoded images were quantitatively analyzed by computing peak signal-to-noise ratio (PSNR) to objectively evaluate image quality. The bit-rate to maintain clinically acceptable image quality was up to 0.8Mbps. We successfully implemented the adaptive throughput or bit-rate relative to the image quality of ultrasound sequences used MPEG-4 that can be applied for diagnostic performance in real-time.

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빅데이터를 활용한 근골격계 표준의료용어에 대한 키워드 네트워크 분석 (A Keyword Network Analysis of Standard Medical Terminology for Musculoskeletal System Using Big Data)

  • 최병관;최은아;남문희
    • 디지털융복합연구
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    • 제20권5호
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    • pp.681-693
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    • 2022
  • 본 연구는 근골격계 질환으로 입원한 환자의 의무기록지 키워드 네트워크 분석을 통해 근골격계와 관련된 표준의료용어를 유추하여 보건의료현장의 비정형화된 데이터 활용 방안을 제시하기 위함이다. 분석 대상은 2010년부터 2019년까지 근골격계 질환 환자의 입퇴원요약지 145부로, 더아이엠씨(The IMC)에서 개발한 빅데이터 분석 솔루션인 TEXTOM을 활용하여 분석하였다. 1차·2차 정제과정을 통해 도출된 177개의 근골격계 관련 용어를 최종 분석하였다. 연구결과 다빈도 용어는 'Metastasis', 의료용어 체계별 분석 결과에서 임상소견은 'Metastasis', 증상은 'Weakness', 진단은 'Hepatitis', 처치는 'Remove', 신체구조는 'Spine', 약물은 'Oxycodone'이 가장 많이 사용되었다. 이러한 결과를 바탕으로 정형화되지 않은 의료데이터의 분석과 활용 및 관리 방안에 대한 시사점을 제안하고자 한다.

AI 의료영상 분석의 개요 및 연구 현황에 대한 고찰 (Artificial Intelligence Based Medical Imaging: An Overview)

  • 홍준용;박상현;정영진
    • 대한방사선기술학회지:방사선기술과학
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    • 제43권3호
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    • pp.195-208
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    • 2020
  • Artificial intelligence(AI) is a field of computer science that is defined as allowing computers to imitate human intellectual behavior, even though AI's performance is to imitate humans. It is grafted across software-based fields with the advantages of high accuracy and speed of processing that surpasses humans. Indeed, the AI based technology has become a key technology in the medical field that will lead the development of medical image analysis. Therefore, this article introduces and discusses the concept of deep learning-based medical imaging analysis using the principle of algorithms for convolutional neural network(CNN) and back propagation. The research cases application of the AI based medical imaging analysis is used to classify the various disease(such as chest disease, coronary artery disease, and cerebrovascular disease), and the performance estimation comparing between AI based medical imaging classifier and human experts.

A Trusted Sharing Model for Patient Records based on Permissioned Blockchain

  • Kim, Kyoung-jin;Hong, Seng-phil
    • 인터넷정보학회논문지
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    • 제18권6호
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    • pp.75-84
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    • 2017
  • As there has been growing interests in PHR-based personalized health management project, various institutions recently explore safe methods of recording personal medical and health information. In particular, innovative medical solution can be realized when medical researchers and medical service institutes can generally get access to patient data. As EMR data is extremely sensitive, there has been no progress in clinical information exchange. Moreover, patients cannot get access to their own health data and exchange it with researchers or service institutions. It can be operated in terms of technology, yet policy environment are affected by state laws as well as Privacy and Security Policy. Blockchain technology-independent, in transaction, and under test-is introduced in the medical industry in order to settle these problems. In other words, medical organizations can grant preliminary approval on patient information exchange by using the safely encrypted and distributed Blockchain ledger and can be managed independently and completely by individuals. More apparently, medical researchers can gain access to information, thereby contributing to the scientific advance in rare diseases or minor groups in the world. In this paper, we focused on how to manage personal medical information and its protective use and proposes medical treatment exchange system for patients based on a permissioned Blockchain network for the safe PHR operation. Trusted Model for Sharing Medical Data (TMSMD), that is proposed model, is based on exchanging information as patients rely on hospitals as well as among hospitals. And introduce medical treatment exchange system for patients based on a permissioned Blockchain network. This system is a model that encrypts and records patients' medical information by using this permissioned Blockchain and further enhances the security due to its restricted counterfeit. This provides service to share medical information uploaded on the permissioned Blockchain to approved users through role-based access control. In addition, this paper presents methods with smart contracts if medical institutions request patient information complying with domestic laws by using the distributed Blockchain ledger and eventually granting preliminary approval for sharing information. This service will provide an independent information transaction and the Blockchain technology under test will be adopted in the medical industry.

Improving Public Medical and Social Services Market Management: Application of Information Technologies

  • Barzylovych, Anastasiia;Malinina, Olena;Gnyloskurenko, Ganna;Borysiuk, Iryna;Yuriy, Rayisa
    • International Journal of Computer Science & Network Security
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    • 제21권7호
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    • pp.257-266
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    • 2021
  • This article examines the features of improving the public management of the market of medical and social services using information technology to improve the efficiency of public activity in modern conditions. The interpretation of the essence of the categories "information technologies" and "information support" is analyzed. The importance of the organization of information support of public authorities in the insurance of the state apparatus of information management for the adoption and solution of state issues of the market of medical and social services has been studied. Issues and system of information support of public management of the market of medical and social services are considered. The stages of the ICT implementation process in the market of medical and social services are described. The tools of state regulation in the market of medical and social services and the introduction of targeted programs for the development of the social sphere and health care are highlighted. Recommendations for improvement are formulated public management of the market of medical services and social way introduction of ICT tools, which provide for the implementation of a set of measures aimed at intellectualizing the entire system public data management spheres. The necessity of development of innovative tools of public management of the market of medical and social services of Ukraine for the purpose of working out of strategies of increase of quality of medical and social services in the XXI century is substantiated. A number of benefits from the implementation of an effective process of application of information support of public management of the market of medical and social services to ensure the efficiency of public authorities of Ukraine. It is proposed to create a "Department of information support of self-government" and electronic health care system (e-Health) to improve the management decision-making process, which will provide an opportunity to accumulate, process, analyze, and as a result, get the expected effect in the form of balanced management decisions by public authorities of Ukraine.

Nontuberculous Mycobacterial Lung Disease Caused by Mycobacterium terrae in a Patient with Bronchiectasis

  • Koh, Won-Jung;Choi, Go-Eun;Lee, Nam-Yong;Shin, Sung-Jae
    • Tuberculosis and Respiratory Diseases
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    • 제72권2호
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    • pp.173-176
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    • 2012
  • We report a rare case of lung disease caused by Mycobacterium terrae in a previously healthy woman. A 45-year-old woman was referred to our hospital due to a chronic cough with sputum. A computed tomography scan of the chest revealed bronchiolitis in conjuction with bronchiectasis in both lungs. Nontuberculous mycobacteria were identified and isolated from the bronchoalveolar lavage fluid collected from each lung. All isolates were identified as M. terrae by various molecular methods that characterized the rpoB and hsp65 gene sequences. Antibiotic therapy using clarithromycin, rifampin, and ethambutol improved the patient's condition and successfully resulted in sputum conversion.

독일 노인의료지원네트워크 구성에 관한 연구 (A Study on the Organization of the Medical Service Network for the Elderly in Germany)

  • 채철균
    • 의료ㆍ복지 건축 : 한국의료복지건축학회 논문집
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    • 제16권3호
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    • pp.19-26
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    • 2010
  • Germany became a super-aged society which has the number of people aged 65 or older reached 19 percent of population in 1997. Similarly, there is a tendency in Korea to increase the number of older people coupled with an increase in the number of households of the senior citizen who lives alone due to a rapid change of family unit. Research on geriatric in Germany is being carried out in many different ways, like medical, welfare, and social aspects because of the fact that Germany is in the middle of a super-aged society. Therefore, analysis and evaluation of elderly care facilities in Germany will be used as a fundamental resource for overall planning of elderly care and welfare facilities which are expected to grow demand dramatically.

Neuroprotective Agents in the Intensive Care Unit -Neuroprotective Agents in ICU -

  • Panahi, Yunes;Mojtahedzadeh, Mojtaba;Najafi, Atabak;Rajaee, Seyyed Mahdi;Torkaman, Mohammad;Sahebkar, Amirhossein
    • 대한약침학회지
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    • 제21권4호
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    • pp.226-240
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    • 2018
  • Neuroprotection or prevention of neuronal loss is a complicated molecular process that is mediated by various cellular pathways. Use of different pharmacological agents as neuroprotectants has been reported especially in the last decades. These neuroprotective agents act through inhibition of inflammatory processes and apoptosis, attenuation of oxidative stress and reduction of free radicals. Control of this injurious molecular process is essential to the reduction of neuronal injuries and is associated with improved functional outcomes and recovery of the patients admitted to the intensive care unit. This study reviews neuroprotective agents and their mechanisms of action against central nervous system damages.