• Title/Summary/Keyword: Nodule Classification

검색결과 33건 처리시간 0.022초

폐 결절 검출을 위한 합성곱 신경망의 성능 개선 (Performance Improvement of Convolutional Neural Network for Pulmonary Nodule Detection)

  • 김한웅;김병남;이지은;장원석;유선국
    • 대한의용생체공학회:의공학회지
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    • 제38권5호
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    • pp.237-241
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    • 2017
  • Early detection of the pulmonary nodule is important for diagnosis and treatment of lung cancer. Recently, CT has been used as a screening tool for lung nodule detection. And, it has been reported that computer aided detection(CAD) systems can improve the accuracy of the radiologist in detection nodules on CT scan. The previous study has been proposed a method using Convolutional Neural Network(CNN) in Lung CAD system. But the proposed model has a limitation in accuracy due to its sparse layer structure. Therefore, we propose a Deep Convolutional Neural Network to overcome this limitation. The model proposed in this work is consist of 14 layers including 8 convolutional layers and 4 fully connected layers. The CNN model is trained and tested with 61,404 regions-of-interest (ROIs) patches of lung image including 39,760 nodules and 21,644 non-nodules extracted from the Lung Image Database Consortium(LIDC) dataset. We could obtain the classification accuracy of 91.79% with the CNN model presented in this work. To prevent overfitting, we trained the model with Augmented Dataset and regularization term in the cost function. With L1, L2 regularization at Training process, we obtained 92.39%, 92.52% of accuracy respectively. And we obtained 93.52% with data augmentation. In conclusion, we could obtain the accuracy of 93.75% with L2 Regularization and Data Augmentation.

북대서양상(北大西洋上)의 망간단괴(團塊)의 조직(組織), 광물(鍵物) 및 성인(成因) (Textures, Mineralogy and Genesis of Manganese Nodules on the Blake Plateau, Northwestern Atlantic Ocean)

  • 김수진
    • 자원환경지질
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    • 제14권1호
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    • pp.27-33
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    • 1981
  • Blake Plateau 상(上)의 망간단괴(團塊)는 주(主)로 미정질(微晶質) 내지(乃至) 은미정질(隱微晶質) 토도로카이트와 소량(少量)의 석영(石英), 점토(粘土), 탄산염광물(炭酸鹽鑛物) 및 필 립사이트로 구성(構成)되어 있다. 망간단괴(團塊)는 그 단면(斷面)에서 동심엔층상(同心円層狀), 내핵(內核), 부정합(不整合), 열극충전(裂隙充塡) 등(等)의 육안적(肉眼的) 구조(構造)를 가지고 있고 현미경하(顯微鏡下)에서는 교질상(膠質狀), 비편상(碑片狀) 및 다이아제네시스 구조(構造)가 관찰(觀察)된다. 어떤 기원(起源)의 단괴(團塊)의 조직(組織)에 대(對)하여도 적용(適用)될 수 있는 새로운 교질상(膠質狀) 조직분류(組織分類) 방안(方案)을 발견(發見)하여 체계화(體系化)하였다. 즉(卽) 호상조직(縞狀組織), 혹모양조직(組織) 및 구상조직(球狀組織)의 교질상물질(膠質狀物質)의 3가지 기본(基本) 조직단위(組織單位)가 존재(存在)한다는 것이 밝혀졌으며, 이의 체계적(體系的)인 세분(細分)으로 모든 망간단괴(團塊)의 조직(組織)의 체계적(體系的)인 기술(記述)과 연구(硏究)가 가능(可能)하게 되었다. 3가지 기본(基本) 조직단위(組織單位)의 존재(存在)는 망간 단괴성장(團塊成長)에 있어서 적어도 3가지 주성장방식(主成長方式)이 존재(存在)한다는 것을 지시(指示)해준다.

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초음파영상검사와 한의변증분류와의 관계와 관련된 중의학 임상연구에 대한 문헌고찰 (Literature Review of Clinical Studies for the Relationship between Ultrasonographic Examination and Syndrome Differentiation Classification in Chinese Medicine)

  • 황지혜;고동균
    • 동의생리병리학회지
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    • 제32권4호
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    • pp.217-225
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    • 2018
  • This study was to investigate the relationship between ultrasonographic examination and pattern identification classification on cinical studies in chinese medicine. We searched clinical studies related correlation between ultrasonographic examination and pattern identification classification in chinese medicine, that published from 2013 to 2016 in China National Knowledge Infrastructure (CNKI) databases by keywords, 'ultrasound(超?)', 'chinese medicine(中?)', 'syndrome differentiation (辨?)'. Seventeen studies were found. There were 7 studies of gynecological diseases including polycystic ovary syndrome and uterine myoma, 5 studies of fatty liver, 3 studies of arthritis, and 1 studie of thyroid nodule and lymphadenopathy respectively. As a result, ii is thought that there was a certain degree of correlation between the change of the ultrasonographic image and the pathological types according to traditional chinese medicine (TCM) syndrome differentiation and ultrasonographic examination could be used as secondary means for the TCM syndrome differentiation classification. In conclusion, by using ultrasonograph device in a medicinal way of TCM and traditional korean medicine (TKM), it is thought that more detailed and accurate diagnosis and treatment are possible and the evidence for reasonableness of syndrome differentiation in TCM and TKM its validity can be secured.

후두 종양의 임상적 및 병리조직학적 고찰 (The Clinical and Histopathological Study of Laryngeal mass)

  • 김화성;한경수;이준기;정덕희;박재훈
    • 대한기관식도과학회:학술대회논문집
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    • 대한기관식도과학회 1981년도 제15차 학술대회연제순서 및 초록
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    • pp.9.1-10
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    • 1981
  • 1975년 3月부터 1980년 3月까지 애성을 주소로 하여 본원에 입원하여 수술 받은 183명의 후두 종양 환자에 대한 임상적 통계와, 그중 병리조직학적으로 확진된 88case의 성대 결절과 폴립 환자에서, 성대 결절(30case), 국한성 폴립 (48), 미만성 폴립 (10)을, 임상적인 분류하에 현미경학적 검사로 다음과 같은 결과를 얻었기에 보고하는 바이다. I. 임상적 관찰 1) 전체 183명중 성대 결절 82명 (45%), 후두 폴립 53명 (29%), 삽관후 육아종 3명 (1%), 후두 유두종 18명 (10%), 후두 결핵 2명 (1%), 후두암 25명 (14%)를 차지했다. 2) 남녀 비는 성대 결절 3 : 4, 후두 폴립은 1 : 1, 삽관후 육아종 1 : 2, 후두 유두종 3 : 2, 후두암 11 : 1.성대 결절, 삽관후 육아종은 여자, 후두암과 후두 유두종은 남자에게 많았다. 3) 연령 분포는 성대 결절 20~30대, 후두 폴립 30~40대, 삽관후 육아종 20대, 후두 결핵 10대와 40대, 후두암은 50대이었다. 4) 증상발현으로부터 내원까지의 이환기간의 분포를 보면 성대 결절과 폴립은 5개월~1년, 후두 유두종과 삽관후 육아종은 1년이내, 후두 결핵과 암은 1년~3년이었다. 5) 발생 부위를 보면, 성대 결절, 폴립 후두 유두종은 성대의 전 1/3~중 1/3경계, 삽관후 육아종은 중 1/3~후 1/3, 이었다. 6) 발생측에 있어서 후두 결절과 유두종은 성대의 양측에 오며, 후두 폴립 5 : 3, 삽관후 육아종 2 : 1로 우측에 많았다. 7) 후두 종양의 크기는, 성대 결절 1~2mm(67%), 후두 폴립 3~5mm(42%), 삽관후 육아종 6~10mm(67%), 후두 유두종 1~2mm(39%), 후두 결핵과 암은 10mm 이상의 크기로 산재해 있었다. 8) 후두 종양의 증상은 애성이 90%이상, 연하통은 후두암과 결핵, 호흡곤란은 삽관후 육아종, 후두 유두종, 결핵, 암에서 나타났으며, 그외에 후두의 이물감, 작열감, 소양감 둥의 증상이 있었다. 9) 과거력은 Smoking과 관련 있는 것이 후두 결핵 50%, 후두암 40%이었고, 후두 유두종은 빈번한 상기도 감염이 33%에서 있었다. 10) 직업에서는 어떤 특별한 통계학적 의미를 찾아볼 수 없었다. II. 병리조직학적 관찰 1) 성대 결절과 플립의 상피세포는 중층 편평 상피로 덮여 있으나, 위축, 극세포증, 이상 각화증과 과각화증의 소견을 보이며, 그중 과각화증과 극세포증이 많았다. 2) WHO classification에 의해 섬유성 점액 종양, 혈관성, 유리질성의 4가지 단계로 나누였는데, 성대결절은 점액 종양 병변 60%, 국한성 폴립은 점액 종양 병변과 함께 혈관성, 유리질성 병변이 많았고, 미만성 폴립은 혈관성 병변(80%)이었다. 3) 전 18례의 후두 유두종에서, Exophytic 형이며 편평세포형이 17례(94.5%), 역형이며 이행세포형이 1례 (5.5%)이었다. 4) 후두암은 편평세포 : 선암의 비율이 24 : 1이었다.

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계층적 신경회로망을 이용한 후두질환 감별 분류기 (Implementation on the Classifier for Differential Diagnosis of Laryngeal Disease using Hierarchical Neural Network)

  • 김경태;김길중;전계록
    • 한국정보통신학회논문지
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    • 제6권1호
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    • pp.76-82
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    • 2002
  • 본 연구에서는 계층적 신경회로망을 사용하여 정상, 후두질환(polyp, nodule, palsy 등), 후두질환 중 성문암 시기별 감별진단이 가능한 후두질환 감별진단 분류기를 구현하였다. 후두질환을 가진 환자군과 정상군, 그리고 성문암의 각 시기별에 해당되는 환자군으로부터 /a/, /e/, /i/, /o/, /u/ 모음에 따른 분류작업을 수행하였다. 각 모음별 분류 실험을 수행한 결과 모든 입력 파라미터에 대해서 /a/모음이 다른 모음에 비해 우수한 분류율을 나타내므로, /a/모음만을 사용하여 후두질환을 감별진단하기 위한 계층적 신경회로망을 구현하였다. 구현된 계층적 신경회로망은 각 계층별로 서로 다른 파라미터들을 적용하여 여러 후두질환을 감별진단하도록 구성되었다.

2021 한국 갑상선영상 판독과 자료체계의 임상적용 (Clinical Application of the 2021 Korean Thyroid Imaging Reporting and Data System (K-TIRADS))

  • 나동규
    • 대한영상의학회지
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    • 제84권1호
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    • pp.92-109
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    • 2023
  • 갑상선 결절 환자에서 초음파 검사는 일차적 영상 진단법으로 정립되어 있으며 치료 결정을 위한 핵심적인 진단 역할을 갖는다. Korean Thyroid Imaging Reporting and Data System(이하 K-TIRADS)는 초음파 유형에 기초한 암 위험도 분류체계로서 실시간 초음파 검사를 시행하면서 쉽게 결절 진단이 가능하다는 장점을 갖고 있다. 개정된 2021 K-TIRADS는 결절의 초음파 분류 기준을 보다 명확히 하였고, 고위험 갑상선암의 의심 소견이 없는 환자에서 병리진단검사를 결정하는 결절 크기 기준을 개정하여 불필요한 병리진단검사를 최소화하고 적절한 갑상선암 진단 예민도가 유지되도록 개정하였다. 갑상선영상의학진료는 갑상선 결절 환자의 진단 및 비수술적 치료를 수행하는 중요한 임상적 역할을 가지고 있으며, 적절한 환자 진료를 위해서는 표준적 진료 지침에 근거하여 진료가 수행되어야 한다.

외과적 치료를 시행한 갑상선 결절의 임상적 고찰 (Clinical Analysis of Surgically Treated Thyroid Nodules)

  • 장용근;김권천
    • 대한두경부종양학회지
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    • 제15권1호
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    • pp.70-75
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    • 1999
  • Objectives: This study was designed to evaluate the methods of diagnosis and treatment of thyroid nodules. Materials and Methods : We performed a clinical review of patients with thyroid nodules, who were surgically treated at the Department of Surgery, College of Medicine, Chosun University from January 1996 to December 1998. Results: 1) The patients were divided into two groups; 65 patients(80.2%) with benign nodular disease and 16 patients(19.8%) with malignant disease. 2) The sex distribution showed a preponderance of females with a ratio of 5.2:1 in benign nodular disease and 3:1 in malignant disease. Benign nodules were more prevalent in patients in their 40's as compared to malignant nodules in patients in their 50's and 60's. 3) The most common duration of illness was 3 months, occurring in 45.7% of the total cases. 4) The most prominent symptom and sign was a palpable nodule in the anterior aspect of the neck. 5) The location of the nodule was ; 41 cases in the right lobe, 29 cases in the left lobe, and 11 cases in both lobes. 6) Thyroid scanning of 40 patients revealed cold nodules in 90.6% of benign nodules and in all malignant disease. 7) Fine needle aspiration cytology were performed in 32 cases of the 81 patients. Comparing with postoperative pathological findings, the results were the same in 87.5% of 32 cases. 8) Intra-operative frozen section study was performed in 56 cases of the 81 patients. Comparing with postoperative pathological finding, the results were same in 96.4% of the 56 cases. 9) The histopathological classification revealed that adenomatous goiters were the most common benign disease and papillary carcinomas were the most common malignant disease. 10) The most frequently employed operation for benign nodules and malignant disease was unilateral total lobectomy. When the metastasis was confirmed, lymphadenectomy and radical neck dissection was performed in malignant disease. 11) Important postoperative complications were transient hoarseness, transient hypocalcemia, hypothyroidism, wound bleeding, and hoarseness. Conclusions: The results of this study suggest that palpable nodules in anterior aspect of neck is revealed cold nodule by thyroid scanning and malignancy by fine needle aspiration cytology, which should be removed surgically. There is no difference in complication and survival rate with type of operation and lymphatic dissection. Therefore, procedure of operation is dependent on the site of nodule and involvement of lymph node.

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갑상선 절제술 후 합병증 (Complications in thyroid surgery)

  • 태경;최용승;심봉택;신창식;박철원;이형석
    • 대한기관식도과학회지
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    • 제2권1호
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    • pp.111-119
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    • 1996
  • The medical records of 87 patients with thyroid nodule treated from May 1992 to February 1996 were retrospectively reviewed to assess complication with age, sex, pathologic classification, location of lesions, and surgical procedures. The overall rate of complication were observed 10(11.5%) in thyroid surgery. The most common complication was transient hypoparathyroidism, which occurred in 6(6.9%) of 87 patients. The 2(2.3%) patients experienced Permanent hypoparathyroidism and each 1(1.1%) patient was reported in transient recurrent laryngeal nerve paralysis and hematoma.. Well-performed thyroid surgery usually produces few complications. More extensive resections, involving bilateral thyroidectomy are associated with a higher incidence of postoperative morbidity, in particular vocal cord paralysis and hypoparathyroidism, than procedures that consist essentially of unilateral thyroidectomy. Our experience suggests that the postoperative complication relates primarily to the surgical procedure. The low incidence of permanent complications in thyroid surgery suggests the feasibility of total thyroidectomy as the operation of choice when thyroid nodules were malignant and surgeons are familiar with the technique and indications.

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Thyroid Nodules with Atypia or Follicular Lesions of Undetermined Significance (AUS/FLUS): Analysis of Variables Associated with Outcome

  • Kayilioglu, Selami Ilgaz;Dinc, Tolga;Sozen, Isa;Senol, Kazim;Katar, Kagan;Karabeyoglu, Melih;Tez, Mesut;Coskun, Faruk
    • Asian Pacific Journal of Cancer Prevention
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    • 제15권23호
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    • pp.10307-10311
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    • 2015
  • Background: The Bethesda System for Reporting Thyroid Cytopathology is one of the main classification systems for thyroid nodules. It expects that 7% of all fine needle aspiration biopsies will be reported as atypia or follicular lesions of undetermined significance, and 5-15% of these undetermined nodules are malignant. Our study is a retrospective analysis of variables that may be associated with outcome in patients with indeterminate thyroid nodules. Materials and Methods: Patients who underwent thyroidectomy in our institution between 2010 and 2014 were retrieved from the institutional records database. Patient demographics and medical histories were recorded. All ultrasonography reports were examined for nodule features and biochemical blood levels, hormone levels and complete blood counts were recorded. Results: A total of 103 patient cytopathology reports were regarded as belonging to the undetermined category. Some 35% of patients had malignant nodules. Median preoperative red cell distribution width (RDW) level was 13.6 inthe benign group, while it was 14.3 in patients with malignancy, demonstrating a significant correlation (p=0.003). Only calcification presence was significantly different between benign and malignant groups on ultrasonography (p=0.034). Conclusions: Ultrasonography is one of the primary tools for this matter. RDW levels may become another promising tool to predict malignancy.

북동태평양 클라리온-클리퍼톤 균열대 KODOS 지역 심해저 퇴적물의 지질공학적 특성에 따른 유형분류 (Classification of Deep-sen Sediment by Geotechnical Properties from the KODOS Area in the C-C Zone of the Northeast Equatorial Pacific)

  • 지상범;형기성;김종욱;김현섭;이근창;손승규
    • Ocean and Polar Research
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    • 제25권4호
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    • pp.529-543
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    • 2003
  • Deep-sea surface sediments, acquired from 1997 to 2002 in the Clarion-Clipperton fracture zone of the northeast equatorial Pacific, were analyzed for index and geotechnical properties to provide background information for the design of manganese nodule minor. The sediments were classified into 16 types based on the measured properties and evaluated in terms of miner maneuverabillity and potential environmental impacts arising from mining activities. It was found that the middle part of the study area covered with coarse siliceous sediments is more favorable to the commercial production than the northern part of pelagic red clay. In particular, Area B2 in the middle part is considered the best mining site since it shows the highest abundance as well as it consists mostly of normally to over consolidated (types B, C, D) coarse siliceous sediments that are appropriate for effective minor movement and accompany weak environmental impacts. Taking account of all the analyzed core logs, the average shear-strength values are proposed as a practical guideline fur movements of a manganese nodule miner: 6.0 kPa at 10cm and 7.0kPa at 40cm below the seabed.