• 제목/요약/키워드: State Classification

검색결과 944건 처리시간 0.03초

자동 변화 감지를 위한 딥러닝: 벚꽃 상태 분류를 위한 실시간 이미지 분석 (Deep Learning for Automatic Change Detection: Real-Time Image Analysis for Cherry Blossom State Classification)

  • 박승보;김민준;김근미;김정태;김다예;함동균
    • 한국컴퓨터정보학회:학술대회논문집
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    • 한국컴퓨터정보학회 2023년도 제68차 하계학술대회논문집 31권2호
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    • pp.493-494
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    • 2023
  • 본 논문은 벚꽃나무 영상 데이터를 활용하여 벚꽃의 상태(개화, 만개, 낙화)를 실시간으로 분류하는 연구를 소개한다. 이 연구의 목적은, 실시간으로 취득되는 벚꽃나무의 영상 데이터를 사전에 학습된 CNN 기반 이미지 분류 모델을 통해 벚꽃의 상태에 따라 분류하는 것이다. 약 1,000장의 벚꽃나무 이미지를 활용하여 CNN 모델을 학습시키고, 모델이 새로운 이미지에 대해 얼마나 정확하게 벚꽃의 상태를 분류하는지를 평가하였다. 학습데이터는 훈련 데이터와 검증 데이터로 나누었으며, 개화, 만개, 낙화 등의 상태별로 폴더를 구분하여 관리하였다. 또한, ImageNet 데이터셋에서 사전 학습된 ResNet50 가중치를 사용하는 전이학습 방법을 적용하여 학습 과정을 더 효율적으로 수행하고, 모델의 성능을 향상시켰다.

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Confocal Laser Endomicroscopy in the Diagnosis of Biliary and Pancreatic Disorders: A Systematic Analysis

  • Do Han Kim;Somashekar G. Krishna;Emmanuel Coronel;Paul T. Kroner;Herbert C. Wolfsen;Michael B. Wallace;Juan E. Corral
    • Clinical Endoscopy
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    • 제55권2호
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    • pp.197-207
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    • 2022
  • Background/Aims: Endoscopic visualization of the microscopic anatomy can facilitate the real-time diagnosis of pancreatobiliary disorders and provide guidance for treatment. This study aimed to review the technique, image classification, and diagnostic performance of confocal laser endomicroscopy (CLE). Methods: We conducted a systematic review of CLE in pancreatic and biliary ducts of humans, and have provided a narrative of the technique, image classification, diagnostic performance, ongoing research, and limitations. Results: Probe-based CLE differentiates malignant from benign biliary strictures (sensitivity, ≥89%; specificity, ≥61%). Needle-based CLE differentiates mucinous from non-mucinous pancreatic cysts (sensitivity, 59%; specificity, ≥94%) and identifies dysplasia. Pancreatitis may develop in 2-7% of pancreatic cyst cases. Needle-based CLE has potential applications in adenocarcinoma, neuroendocrine tumors, and pancreatitis (chronic or autoimmune). Costs, catheter lifespan, endoscopist training, and interobserver variability are challenges for routine utilization. Conclusions: CLE reveals microscopic pancreatobiliary system anatomy with adequate specificity and sensitivity. Reducing costs and simplifying image interpretation will promote utilization by advanced endoscopists.

Impact of a Glyphosate-Tolerant Soybean Line on the Rhizobacteria, Revealed by Illumina MiSeq

  • Lu, Gui-Hua;Zhu, Yin-Ling;Kong, Ling-Ru;Cheng, Jing;Tang, Cheng-Yi;Hua, Xiao-Mei;Meng, Fan-Fan;Pang, Yan-Jun;Yang, Rong-Wu;Qi, Jin-Liang;Yang, Yong-Hua
    • Journal of Microbiology and Biotechnology
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    • 제27권3호
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    • pp.561-572
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    • 2017
  • The global commercial cultivation of transgenic crops, including glyphosate-tolerant soybean, has increased widely in recent decades with potential impact on the environment. The bulk of previous studies showed different results on the effects of the release of transgenic plants on the soil microbial community, especially rhizosphere bacteria. In this study, comparative analyses of the bacterial communities in the rhizosphere soils and surrounding soils were performed between the glyphosate-tolerant soybean line NZL06-698 (or simply N698), containing a glyphosate-insensitive EPSPS gene, and its control cultivar Mengdou12 (or simply MD12), by a 16S ribosomal RNA gene (16S rDNA) amplicon sequencing-based Illumina MiSeq platform. No statistically significant difference was found in the overall alpha diversity of the rhizosphere bacterial communities, although the species richness and evenness of the bacteria increased in the rhizosphere of N698 compared with that of MD12. Some influence on phylogenetic diversity of the rhizosphere bacterial communities was found between N698 and MD12 by beta diversity analysis based on weighted UniFrac distance. Furthermore, the relative abundances of part rhizosphere bacterial phyla and genera, which included some nitrogen-fixing bacteria, were significantly different between N698 and MD12. Our present results indicate some impact of the glyphosate-tolerant soybean line N698 on the phylogenetic diversity of rhizosphere bacterial communities together with a significant difference in the relative abundances of part rhizosphere bacteria at different classification levels as compared with its control cultivar MD12, when a comparative analysis of surrounding soils between N698 and MD12 was used as a systematic contrast study.

머신러닝 분류 알고리즘을 활용한 선박 접안속도 영향요소의 중요도 분석 (Analysis of Feature Importance of Ship's Berthing Velocity Using Classification Algorithms of Machine Learning)

  • 이형탁;이상원;조장원;조익순
    • 해양환경안전학회지
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    • 제26권2호
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    • pp.139-148
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    • 2020
  • 선박이 접안할 때 발생하는 접안에너지에 가장 영향력이 큰 요소는 접안속도이며, 과도한 경우 사고로 이어질 수 있다. 접안속도의 결정에 영향을 미치는 요소는 다양하지만 기존 연구에서는 일반적으로 선박 크기에 제한하여 분석하였다. 따라서 본 연구에서는 다양한 선박 접안속도의 영향요소를 반영하여 분석하고 그에 따른 중요도를 도출하고자 한다. 분석에 활용한 데이터는 국내 한 탱커부두의 선박 접안속도를 실측한 것을 바탕으로 하였다. 수집된 데이터를 활용하여 머신러닝 분류 알고리즘인 의사결정나무(Decision Tree), 랜덤포레스트(Random Forest), 로지스틱회귀(Logistic Regression), 퍼셉트론(Perceptron)을 비교분석하였다. 알고리즘 평가 방법으로는 혼동 행렬에 따른 모델성능 평가지표를 사용하였다. 분석 결과, 가장 성능이 좋은 알고리즘으로는 퍼셉트론이 채택되었으며 그에 따른 접안속도 영향요인의 중요도는 선박 크기(DWT), 부두 위치(Jetty No.), 재화상태(State) 순으로 나타났다. 이에 따라 선박 접안 시, 선박의 크기를 비롯하여 부두 위치, 재화 상태 등 다양한 요인을 고려하여 접안속도를 설계하여야 한다.

위성사진과 지리정보체계(GIS)에 의한 브라질 서부농장지역의 토지이용구분과 인공조림계획에 관한 연구 - Mato Grosso do Sul 주의 장가다 및 쟈마이카 농장 - (A Study of the Farm Land Use Classification and the Tree Plantation Planning of the Western Farm District in Brazil using Remote Sensing and Geographic Information Systems -Jangada and Jamaica Farm of the State Mato Grosso do Sul-)

  • 우종춘;죠세이마나-엔시나스
    • 대한원격탐사학회지
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    • 제16권3호
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    • pp.281-291
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    • 2000
  • 본 연구에서는 브라질 서부의 Mato Grosso do Sul 주의 위치하는 장가다. 쟈마이카 두 개의 농장에 유칼리나무 인공조림블록단지를 위한 식재계획을 세워 보았다. 우선 위성사진을 분석하고 GIS에 의해서 현상태대로의 토지이용구분 및 산림식생구분을 하였고 이것을 기초로 하여 조림가능 지역을 계산하였다. 그리고 농장주인의 요구에 따라 조림가능지역에 대한 식재계획을 3차년도까지 수립하였다. 두 개의 농장 총면적은 5,301ha이며 조림가능면적은 3,913ha로서 전체면적의 74%에 해당하는 것으로 추정되었다. 그리고 나머지 26%에 해당하는 1,388ha의 면적은 산림법상 영구보존시켜야 할 산림식생 면적으로 추정되었다. 토양손실을 최소화하기 위해서 등고선에 따라 구획한 조림블록은 1년차에 27개 블록으로 총 1,308.8ha에 이르고, 2년차에도 27개 블록에 1,327.4ha, 그리고 3년차에는 30개 블록에 1,276.5ha의 면적으로 구획되었다.

해외소재 한국학관련 역사기록의 정보화 방안 연구 (The study on the policy of systematical management of the records collected from abroad)

  • 정혜경;김성식
    • 기록학연구
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    • 제1호
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    • pp.137-188
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    • 2000
  • Korea was highly successful in maintaining a strong tradition of record preservation. However, Japanese imperialism and the Korean war over this century has seen a huge quantity of these once plentiful records either destroyed or relocated overseas. Many of Korea records remain in the custody of foreign archival institutions. Additionally, many records of foreign states concerned with korean affairs, for example, records of the Department of state, in the U.S.A., are of great relevance to Korean modern history. These records which exist in foreign countries are a necessary and invaluable resource in the advancement of Korea studies. After the 1980s, as research interest in Korean modern history increased gradually, much historical material related to Korea was extensively introduced, removed, collected from the U.S.A., Japan, Russia and China etc. by the efforts of pioneering scholars and institutions. Several attempts at collating and publishing this material have been made. Despite this encouraging result, individual scholars and institutions's efforts face problems in relation to removal of records. Firstly, it is repeated nonproductively to remove and collect the same records, for we didn't establish a comprehensive information system, through which the condition of foreign record removal and management is able to be administrated. Secondly, there is no system for arrangement, preservation, use of removed records. For example, finding aids, such as inventory, register, description, isn't prepared for user. A user may usually not understand an accurate context of their creation, preservation removal. Thirdly, almost institution has arranged the removed records among other materials and books. Each institution has a different classification criteria, too. These conditions seem to make a difficulty in national management. This study investigated how the materials for Korea history which has been removed from foreign countries should be managed for effective preservation and use. For these purpose, we investigated the present conditions of removal and management of these materials. Also, we investigated examples of the foreign state, U.S.A. and Japan to have a idea for removal and management policy. Then, This study propose a establishment of information network system as management policy. To administrate removing and managing records effectively, an idea that records belong to the public should be accepted commonly. The policy for management of the record is followings. Firstly, unification of classification is necessary. The records which were removed from foreign countries had better to be classified according to their origins of states and institutions. Secondly, Finding aids should be prepared for user. There are many accession aids such as catalog, register, inventory for user in archives. This will be a efficient method for management. When a record is removed, a card for description of contents must be composed. Thirdly, a digital input and network system establishment is necessary. It will help to manage a condition of removed records. A digital input and management system establishment is not just a project of digitalizing records. At present, various finding aids need to be introduced to make a database for records and archives. An search using only 'search engine' may make a difficulty in finding materials because such method is apt to have too much or little result. So, classification, arrangement, description, response-service should be integrated in these system. The recent technical advancement give a opportunity to realize this idea. Above all, these procedure should be archival process.

Classification of behavioral signs of the mares for prediction of the pre-foaling period

  • Jung, Youngwook;Jung, Heejun;Jang, Yongseok;Yoon, Duhak;Yoon, Minjung
    • 한국동물생명공학회지
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    • 제36권2호
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    • pp.99-105
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    • 2021
  • In horse management, the alarm system with sensors in the foaling period enables the breeder can appropriately prepare the time of the parturition. It is important to prevent losses by unpredictable parturition because there are several high risks such as dystocia and the death of foals and mares during foaling. However, unlike analysis in the alarm system that detects specific motions has been widely performed, analysis of classification following specific behavior patterns or number needs to be more organized. Thus, the objective of this study is to classify signs of the specific behaviors of the mares for the prediction of pre-foaling behaviors. Five Thoroughbred mares (9-20 yrs) were randomly selected for observation of the pre-foaling behaviors. The behaviors were monitored for 90 min that was divided into three different periods as 1) from -90 to -60 min, 2) from -60 to -30 min, 3) from -30 min to the time for the discharge of the amniotic fluid, respectively. The behaviors were divided into two different categories as state and frequent behaviors and each specific behavioral pattern for classification was individually described. In the state behaviors, the number of mares in the standing of the foaling group (3.17 ± 0.18b) at period 3 was significantly higher than the control group (1.67 ± 0.46a). In contrast, the number of the mares in the eating of the foaling group (1.17 ± 0.34b) at period 3 was significantly lower than the control group (3.33 ± 0.46a). In the frequent behaviors, the weaving of the foaling group was significantly higher than the control group, and looking at the belly of the foaling group was significantly lower than the control group. In period 2, defecation, weaving, and lowering the head of the foaling group were significantly higher than the control group, respectively. In period 3, sitting down and standing up, pawing, weaving, and lowering the head in the foaling group were also significantly higher than the control group. In conclusion, the behavior is significantly different in foaling periods, and the prediction of foaling may be feasible by the detection of the pre-foaling behaviors in the mares.

병원간호사회 중환자 중증도 분류도구 준거 타당도 검정: 뇌손상 환자를 대상으로 (Criterion-Related Validity of the Critical Patients' Severity Classification System Developed by the Hospital Nurses' Association)

  • 오현수;서화숙;박종숙;배은경;이수진;정윤예;최영은;최희정
    • 성인간호학회지
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    • 제21권5호
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    • pp.489-503
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    • 2009
  • Purpose: This study was conducted to test criterion-related validity of the Critical Patients' Severity Classification System (CPSCS) developed by the Hospital Nurses' Association by examining relationships with brain injury severity measured by Glasgow Coma Scale (GCS), recovery state measured by Glasgow Outcome Scale (GOS), and days of stay in ICU of brain injury patients. Methods: Prospective correlational research design was adopted by including 194 brain injury patients admitted to ICU of one university hospital. Results: The score of CPSCS appeared to significantly discriminate the severity of brain injury. Among nursing activities in CPSCS, Respiratory therapy, IV Infusion and Medication, Monitoring, Activities of Daily Living (ADL), Treatment and Procedure were significant to discriminate the severity of brain injury. Respiratory therapy, Vital Signs, and Monitoring appeared to significantly discriminate the recovery states of 1- and 3-months. Nursing activities significantly contributed to predict the days of ICU stay were Respiratory therapy, ADL, and Teaching and Emotional Support. Conclusion: CPSCS developed by the Hospital Nurses Association appeared to be valid to discriminate or predict brain injury severity, recovery states, and days of stay in ICU for brain injury patients.

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제조산업 기술보호를 위한 산업보안학 메타적 분석 연구 (An Exploratory Study of Industrial Security Studies for Science and Technologies Protection)

  • 장항배
    • 한국항행학회논문지
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    • 제17권1호
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    • pp.123-131
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    • 2013
  • 제조업이 IT기술과 융합되면서 성장 동력으로써 안정적인 자리 매김하기 위해서는 IT 융합을 통하여 산출된 첨단의 산업기술을 안전하게 보호할 수 있는 환경구축이 선행되어야 한다. 이를 위하여 각 산업에서는 산업기술을 보호하기 위한 노력은 꾸준히 진행되어 왔으나, 학문적 기반 체계가 갖추어지지 않은 채 단발성의 관리적/기술적/물리적 대응에 머물고 있다. 이에 따라 산업기술을 보호하기 위한 다차원적인 산업보안 학(學)에 대한 연구 필요성이 꾸준히 제기되어 왔으나, 아직까지 학문적 범위와 함께 세부적인 분류체계 연구가 아집 미흡한 상태이다. 따라서 본 연구에서는 이제까지 연구된 산업보안 학(學)에 연관된 선행연구를 수집 분석하여 산업보안 학(學)에 대한 개념을 재 정의하고, 관련분야 전문가 대상의 델파이방법을 수차례 실시하여 통하여 산업보안 학(學)에 대한 학문적 분류체계를 설계하였다. 아울러 설계된 분류체계를 기반으로 해외 산업보안 학(學) 연구동향에 대한 메타적 분석을 수행함으로써 산업기술을 보호하고자하는 연구자 및 실무자에게 연구방향성 및 기초자료를 제공하고자 하였다.

Proposal on Guideline for Quality Assurance of Radiation Treatment Planning System

  • Oh, Yoonjin;Shin, Dong Oh;Kim, Juhye;Kwon, Nahye;Lee, Soon Sung;Choi, Sang Hyoun;Ahn, Sohyun;Park, Dong-wook;Kim, Dong Wook
    • 한국의학물리학회지:의학물리
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    • 제28권4호
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    • pp.197-206
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    • 2017
  • We develop guidelines for the quality assurance of radiation treatment planning systems (TPS) by comparing and reviewing recommendations from major countries and organizations, as well as by analyzing the AAPM, ESTRO, and IAEA TPS quality assurance guidelines. We establish quality assurance items for acceptance testing, commissioning, periodic testing, system management, and security, and propose methods to perform each item within acceptable standards. Acceptance includes tests of hardware and network environments, data transmission, software, and benchmarking as specified by the system supplier, and apply the IAEA classification criteria. Commissioning includes dosimetric and non-dosimetric items for assessing TPS performance by applying the AAPM classification criteria and the latest technical items from the IAEA. Periodic quality assurance tests include daily, weekly, monthly, yearly, and occasional items by applying the AAPM classification criteria. System management and security items include the state and network connectivity of TPS, periodic data backup, and data access security. The guidelines for TPS quality assurance proposed in this study will help to improve the safety and quality of radiotherapy by preventing incidents related to radiotherapy.