• 제목/요약/키워드: label quality

검색결과 175건 처리시간 0.018초

Impacts of label quality on performance of steel fatigue crack recognition using deep learning-based image segmentation

  • Hsu, Shun-Hsiang;Chang, Ting-Wei;Chang, Chia-Ming
    • Smart Structures and Systems
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    • 제29권1호
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    • pp.207-220
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    • 2022
  • Structural health monitoring (SHM) plays a vital role in the maintenance and operation of constructions. In recent years, autonomous inspection has received considerable attention because conventional monitoring methods are inefficient and expensive to some extent. To develop autonomous inspection, a potential approach of crack identification is needed to locate defects. Therefore, this study exploits two deep learning-based segmentation models, DeepLabv3+ and Mask R-CNN, for crack segmentation because these two segmentation models can outperform other similar models on public datasets. Additionally, impacts of label quality on model performance are explored to obtain an empirical guideline on the preparation of image datasets. The influence of image cropping and label refining are also investigated, and different strategies are applied to the dataset, resulting in six alternated datasets. By conducting experiments with these datasets, the highest mean Intersection-over-Union (mIoU), 75%, is achieved by Mask R-CNN. The rise in the percentage of annotations by image cropping improves model performance while the label refining has opposite effects on the two models. As the label refining results in fewer error annotations of cracks, this modification enhances the performance of DeepLabv3+. Instead, the performance of Mask R-CNN decreases because fragmented annotations may mistake an instance as multiple instances. To sum up, both DeepLabv3+ and Mask R-CNN are capable of crack identification, and an empirical guideline on the data preparation is presented to strengthen identification successfulness via image cropping and label refining.

성인 남녀에서 영양표시 활용 정도에 따른 영양섭취 및 식사의 질 평가: 2010~2011 국민건강영양조사 자료를 이용하여 (Evaluation of nutrient and food intake status, and dietary quality in Korean adults according to nutrition label utilization: Based on 2010-2011 Korean National Health and Nutrition Examination Survey)

  • 배윤정
    • Journal of Nutrition and Health
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    • 제47권3호
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    • pp.193-205
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    • 2014
  • 본 연구에서 국민건강영양조사 데이터를 활용하여 우리나라 성인에서 성별 영양표시의 활용 정도에 따른 식습관, 생활 습관 및 식사 섭취 상태에 미치는 영향을 분석한 결과, 영양표시를 읽지 않고, 영양표시의 영향을 받지 않는 성인의 경우 음주 빈도가 높거나 (남성), 라면의 섭취 빈도는 높은 반면 우유, 요구르트, 두유와 같은 바람직한 식품의 섭취 빈도는 낮은 것으로 나타났다. 또한 영양표시를 활용하지 않는 대상자에서 비타민 $B_2$, 비타민 C 및 칼슘과 같은 미량영양소 섭취의 질이 낮게 나타난 의미있는 결과를 도출하였다. 이와 같은 결과는 영양표시의 이용 및 영향 여부와 같은 적절한 식태도가 영양소 섭취의 질 및 식품 선택에도 영향을 미칠 수 있음을 제안할 수 있는 근거자료가 될 수 있으며, 향후 영양표시 이용에 대한 세분화된 영양교육시 기초자료가 될 수 있을 것으로 사료된다.

소아청소년정신과에서의 허가 초과 및 비승인 약물 처방 (Off-label or Unlicensed Drug Prescriptions in Child and Adolescent Psychiatry)

  • 이소영
    • Journal of the Korean Academy of Child and Adolescent Psychiatry
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    • 제22권2호
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    • pp.67-73
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    • 2011
  • The purpose of licensing system is to ensure that the medicines are examined for safety, efficacy and quality. Nevertheless, off-label or unlicensed drug usages in pediatric practice is widespread in Korea and worldwide. Psychotropics are one of the most commonly used off-label or unlicensed drugs. The most valid approach to face this dilemma will be to have more evidences from pediatric pharmacological studies. Clinicians, in addition, need to monitor closely their off-label or unlicensed drug prescriptions to minimize the trial and error in practice. Researchers should publish their experiences and provide guidelines. Pharmaceutical companies, regulatory authorities, and consumer organizations should endeavor altogether for the children's right to get safe and efficacious drugs as adults do. Here, the definition as well as the current status of off-label and unlicensed drug prescriptions will be introduced. Critical issues regarding the off label drugs are discussed. In addition, I will describe the present condition as to the off-label and unlicensed drugs in child and adolescent psychiatry and the authorization process of off-label drug prescription in Korea. Lastly, direction we should like to take in this field will be mentioned.

IPv6 플로우 레이블을 이용한 실시간 트래픽의 QoS개선 방안 (A QoS Improvement Scheme for Real-time Traffic using IPv6 Flow Labels)

  • 이인화;김성조
    • 한국정보과학회논문지:정보통신
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    • 제30권6호
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    • pp.787-798
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    • 2003
  • IPv6(IP version 6)는 QoS(Quality of Service) 제공을 위해 플로우 레이블이라는 새로운 필드를 정의하고 있다. 기존 플로우 레이블 부여 방안인 랜덤 넘버(Random Number) 방식은 플로우에 대한 식별자 기능만을 수행함으로써 다양한 실시간 트래픽 특성에 따른 차별화된 서비스 제공에는 제약이 따른다. 본 논문에서는 플로우 레이블 필드를 플로우의 구성요소 및 QoS 파라미터로 사용하는 하이브리드(Hybrid) 방안을 제시하였다. 즉, 플로우 레이블에 사용되는 파라미터를 사용자가 표시하게 함으로써 실시간 트래픽에 대한 종단간 품질 보장과 함께 백본의 전송 자원을 효율적으로 사용할 수 있는 방법을 제시한다. 본 논문에서는 백본을 MPLS-TE(Multi Protocol Label Switching - Traffic Engineering) 환경으로 가정하고 시뮬레이션을 통해 랜덤 넘버 방식과 제안된 하이브리드 방식에 대한 성능을 평가하였다. 그 결과 하이브리드 방식이 랜덤 넘버 방식에 비해 처리 성능 및 백본 자원의 활용 측면에서 효율적인 것을 알 수 있었다.

Determinants of Private Label's Purchase Intention in the Korean Market

  • NATALYA, Votchik;CHO, Jae-Wun;LEE, Jong-Woo
    • 유통과학연구
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    • 제18권10호
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    • pp.121-130
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    • 2020
  • Purpose: In this study we investigate the determinants of private label (PL) purchase intention in South Korea. Private labels are becoming more and more popular in America and European countries. However, there are not enough studies focusing on PL within the South Korean market. Therefore, the present study has been written in order to understand more about consumers' purchase intention of store brand in the South Korean market. Many characteristics and aspects of consumers and brand's behavior have been reviewed in order to bring relevant results. Research design, data and methodology: Data was collected using a quantitative survey of Korea retail store's consumer. We analyzed using multiple regression method to test the hypothesis. We analyzed how and why do consumers have a strong intention to purchase the PL. Results: a) Trust towards retailer influences the PL purchase intention of customers; b) brand awareness has an impact on the PL purchase intention of customers; c) perceived quality has an impact on the PL purchase intention; d) Price-quality relationship influences on the PL purchase intention. However, there is no direct effect of some of the factors of determinant. Conclusion: For private label products in the Korean market, trust in sellers and brand awareness influences the purchase of PL products.

친환경 제품 구매의도와 구매행동 간의 상황적 요인의 조절효과 (Moderating Effect of Situational Factors on Purchase Intention and Purchase Behavior for Environmentally Friendly Products)

  • 김사원;이수형
    • 한국환경과학회지
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    • 제27권12호
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    • pp.1195-1203
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    • 2018
  • Many consumers intend to make environmentally purchase. However, this is not always what occurs. A gap exists between consumer intentions to purchase environmentally friendly products and their actual purchase behavior. In this study, we examined the effect of situational factors such as price sensitivity, product quality perception, and label trust on the relationship between purchase intention and purchase behavior for environmentally friendly products. First, we conducted a theoretical consideration through a review of literature on price sensitivity, product quality perception, label trust, purchase intention and purchase behavior. Based on the literature review, we designed a structural model and developed the hypotheses. Next, we collected data using a survey and processed them statistically in order to verify the hypotheses. A total of 213 samples were collected and the data were analyzed using a structural equation model (LISREL 8.70). The results suggest that the situational factor of label trust has a moderating effect on the relationship between purchase intention and purchase behavior for environmentally friendly products. However, price sensitivity and product quality perception have no moderating effect. This means that trust in labels is important when consumers want to buy environmentally friendly products. Although this study has some limitations, it is expected that it will positively trigger follow-up research.

저관여 생필품 소매업체상표 구매자의 특성: 스캐너 데이터 분석 (Characteristics of Private Label Users of Low Involvement Products: Scanner Data Analysis)

  • 조재운
    • 유통과학연구
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    • 제17권5호
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    • pp.95-102
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    • 2019
  • Purpose - The purpose of the research is to identify the demographic characteristics of the customers with high private label purchase intention. According to the previous research demographics such as gender, age, income, and residence type affect private label purchase intention indirectly through psychographics rather than directly. For instance, higher income group is time pressured, price-insensitive, quality-sensitive, less likely to enjoy shopping utilitarian products, and less likely to be variety-seeking. The main contribution of this research is to verify the results found in the previous empirical foreign research using scanner data and to investigate the differences of the characteristics of private label users between Korea and the foreign countries. Research design, data, and methodology - In order to empirically test the proposed hypotheses, scanner data of a Korean major super center was analyzed. Results - Empirical results show that private labels are more favored by old people over 50s, dwellers in individual house, lower income group, and frequent store visitors. Age of 30s, dwellers in the apartment of 30 pyung, higher income group, and consumers who purchased a large amount are less likely to purchase private labels. Gender turned out not to affect private label purchase. It should be noted that there is a significant multicollinearity among independent variables. Conclusions - The research findings provide managerial implication for retailers' private label strategy. In general, retailers heavily send private label coupons to the customers with high purchase volume. According to the research, however, store visit frequency is much more positively associated with private label purchase than purchase amount. The study has some limitations. The samples are only consumers with private label purchase experience. The data were drawn from one store and only 8 commodity products were used for the analysis. Also, if more demographics were available, a more complete description on the private brand users' profile could have been derived. We propose the following future research. Research using the data including consumers without private label experience, research investigating direction of causality between private label loyalty and store loyalty, and research using hedonic private label products such as TV and PC could be promising.

의약품 허가외사용 관리 체계 발전 방안 (Development of Regulation System for Off-Label Drug Use)

  • 이인향;서미경;이영숙;계승희;김현아;이숙향
    • 약학회지
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    • 제58권2호
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    • pp.112-124
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    • 2014
  • This study aimed to develop a regulation system for off-label drug use to secure the safe use of marketed drugs. We searched governmental documents for national and global regulating systems of off-label drug uses and a body of academic literature to explore current regulating trends. We included European Union, United Kingdom, United States of America, Australia and Japan, and critically reviewed the regulation of off-label drug use in four issues, which were a regulatory structure, safety control before and after off-label use, and information management. The findings of the present investigation called for several measures in off-label drug uses: enhancing prescribers' self-regulation, providing up-to-date information to prescribers for evidence-based practice and to patients for their informed consent, making evidence with scientific rigor, building an official registering process for off-label use in good quality and extending the role of pharmaceutical industry in pharmacovigilance. At last, we proposed a new system so as to regulate and evaluate off-label drug uses both at national and institutional level. In the new system, we suggested a clear-cut definition for clinical evidence that applicants would submit. We newly introduced an official 'Off-Label Drug Use Report' to evaluate the safety and clinical efficacy of a given off-label drug use. In addition, we developed an algorism of the regulation of off-label drug use within an institution to help set up the culture of evidence-based practices in off-label drug uses.

주행거리 증가에 따른 자동차 연비 특성 연구 (A Study on the Characteristics of Vehicle Fuel Economy by Increasing Mileage)

  • 임재혁;김기호;이민호;박진성;이정민
    • 한국수소및신에너지학회논문집
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    • 제29권3호
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    • pp.299-305
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    • 2018
  • The domestic label fuel economy measurement method is the same as the North American measurement method. The results of two test modes (city [FTP-75 mode], highway [HWFET mode]) are calculated to be equivalent to the final fuel economy value calculated as the result of five test modes reflecting various environmental conditions and driving patterns 5-cycle correction formula is used. In this study, we tried to find out that the difference between the domestic label fuel economy of the vehicle and the real road fuel economy felt by the driver compared to the new vehicle condition as the mileage increases. Using domestic label fuel economy measurement method, Four gasoline vehicles and four diesel vehicles were tested for the fuel economy of a new vehicle with a mileage of 150 km or less and domestic fuel economy test $6,500{\pm}1,000km$ durability condition and 15,000 km durability. It is confirmed that the certain portion (6,500 km endurance vehicle) The increase in mileage did not affect the fuel economy or the emission gas significantly, indicating that vehicle durability was limited.

이미지 처리기술을 이용한 온라인 바코드 품질검사 시스템 (An On-Line Barcode Verification System using Image Processing Technique)

  • 이주호;송하주
    • 한국전자통신학회논문지
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    • 제7권5호
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    • pp.1053-1059
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    • 2012
  • 바코드 레이블은 저비용과 편리함으로 인해 물품의 식별을 위해 널리 사용되고 있다. 바코드 레이블은 실링인쇄(seal printing)를 통해 대량으로 생산되는데 그 과정에서 인쇄 품질이 좋지 않거나 레이블 내의 바코드와 텍스트가 서로 일치하지 않는 불량품이 발생하기도 한다. 불량 레이블은 인식 불량 및 업무 오류를 가져오고 이로 인해 물류 지체 및 처리비용 증가를 가져온다. 본 논문에서는 이미지 처리기술을 이용하여 생산단계에서 레이블을 검사하는 온라인 바코드 품질 검사 시스템을 제안한다. 제안 시스템은 카메라에 의해 얻은 이미지를 사용하여 바코드의 품질과 데이터와의 일치성을 검증하고, 불량레이블이 발견되면 경고 신호와 함께 불량임을 표시하여 불량품이 조기에 제거되도록 한다.