• 제목/요약/키워드: Post-classification

검색결과 399건 처리시간 0.03초

현대미술에 나타난 사진의 활용과 그 유형학적 분류 (Application and Its Typological Classification of Photographs Shown in Contemporary Art)

  • 이경률
    • 비교문화연구
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    • 제33권
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    • pp.193-239
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    • 2013
  • A photograph, which was applied to contemporary art, plays a very important role in the whole of the multiplied and diversified contemporary arts today. The application of photos, which were shown in contemporary art following the 1950s, can be classified into five types according to role and function of a photo in the process of developing a work. However, this classification is shown a little ambiguously. That is because photos of being utilized by artists are indicated very diversely depending on their artistic strategy and situation. As the first type, a few painters utilize a photo as mirror of reality in order to materialize a challenging and revolutionary idea with going against traditional picture in their pictorial practice. As the second classification, especially American painters utilize a photo as material component of forming their picture like photo-montage or collage. The combined application of this medium is first doing genre de-construction and hybridization of post-modernism in the 1980s while ultimately aiming at social criticism or political satire. The third type implies particularly a case that avant-garde artists utilize a photo as evidence of a work. In this case, a photo is employed as evidence of a work, which disappears in the temporal space essentially like body art, land art, and performance. Also, as the fourth type is a case of utilizing a photo for artistic concept of a work, not pictorial practice of picture, it is utilized often as important artistic strategy of conceptual artists. The final type of utilizing photo is a case of applying photo as formative tool on behalf of dye-stuffs or crayon in order to record a section of reality, which always continues regardless of event or meaning any more, in the traditional picture. In this case, a work is indicated as a photo of having a form of picture, namely, as Forme-tableau. The main subject is indicated there as a daily case of being repeated always the extremely common and revived theme.

A Tuberculosis Detection Method Using Attention and Sparse R-CNN

  • Xu, Xuebin;Zhang, Jiada;Cheng, Xiaorui;Lu, Longbin;Zhao, Yuqing;Xu, Zongyu;Gu, Zhuangzhuang
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제16권7호
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    • pp.2131-2153
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    • 2022
  • To achieve accurate detection of tuberculosis (TB) areas in chest radiographs, we design a chest X-ray TB area detection algorithm. The algorithm consists of two stages: the chest X-ray TB classification network (CXTCNet) and the chest X-ray TB area detection network (CXTDNet). CXTCNet is used to judge the presence or absence of TB areas in chest X-ray images, thereby excluding the influence of other lung diseases on the detection of TB areas. It can reduce false positives in the detection network and improve the accuracy of detection results. In CXTCNet, we propose a channel attention mechanism (CAM) module and combine it with DenseNet. This module enables the network to learn more spatial and channel features information about chest X-ray images, thereby improving network performance. CXTDNet is a design based on a sparse object detection algorithm (Sparse R-CNN). A group of fixed learnable proposal boxes and learnable proposal features are using for classification and location. The predictions of the algorithm are output directly without non-maximal suppression post-processing. Furthermore, we use CLAHE to reduce image noise and improve image quality for data preprocessing. Experiments on dataset TBX11K show that the accuracy of the proposed CXTCNet is up to 99.10%, which is better than most current TB classification algorithms. Finally, our proposed chest X-ray TB detection algorithm could achieve AP of 45.35% and AP50 of 74.20%. We also establish a chest X-ray TB dataset with 304 sheets. And experiments on this dataset showed that the accuracy of the diagnosis was comparable to that of radiologists. We hope that our proposed algorithm and established dataset will advance the field of TB detection.

Response of estuary flow and sediment transport according to different estuarine dam locations and freshwater discharge intervals

  • Steven Figueroa;Minwoo Son
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2023년도 학술발표회
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    • pp.519-519
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    • 2023
  • Estuarine dams are a recent and global phenomenon. While estuarine dams can provide the benefit of improved freshwater resources, they can also alter estuarine processes. Due to the wide range of estuarine types and estuarine dam configurations, the effect of estuarine dams on estuaries is not well understood in general. To develop a systematic understanding of the effect of estuarine dam location and freshwater discharge interval on a range of estuarine types (strongly stratified, partially mixed, periodically stratified, and well-mixed), this study used a coupled hydrodynamic-sediment dynamic numerical model (COAWST) and compared flow, sediment transport, and morphological conditions in the pre- and post-dam estuaries. For each estuarine type, scenarios with dam locations at 20, 55 and 90 km from the mouth and discharge intervals of a discharge every 0.5, 3, and 7 days were investigated. The results were analyzed in terms of change in tide, river discharge, estuarine classification, and sediment flux mechanism. The estuarine dam location primarily affected the tide-dominated estuaries, and the resonance length was an important length scale affecting the tidal currents and Stokes return flow. When the location was less than the resonance length, the tidal currents and Stokes return flow were most reduced due to the loss of tidal prism, the dead-end channel, and the shift from mixed to standing tides. The discharge interval primarily affected the river-dominated estuaries, and the tidal cycle period was an important time scale. When the interval was greater than the tidal cycle period, notable seaward discharge pulses and freshwater fronts occurred. Dams located near the mouth with large discharge interval differed the most from their pre-dam condition based on the estuarine classification. Greater discharge intervals, associated with large discharge magnitudes, resulted in scour and seaward sediment flux in the river-dominated estuaries, and the dam located near the resonance length resulted in the greatest landward tidal pumping sediment flux and deposition in the tide-dominated estuaries.

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Enhancing Alzheimer's Disease Classification using 3D Convolutional Neural Network and Multilayer Perceptron Model with Attention Network

  • Enoch A. Frimpong;Zhiguang Qin;Regina E. Turkson;Bernard M. Cobbinah;Edward Y. Baagyere;Edwin K. Tenagyei
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제17권11호
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    • pp.2924-2944
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    • 2023
  • Alzheimer's disease (AD) is a neurological condition that is recognized as one of the primary causes of memory loss. AD currently has no cure. Therefore, the need to develop an efficient model with high precision for timely detection of the disease is very essential. When AD is detected early, treatment would be most likely successful. The most often utilized indicators for AD identification are the Mini-mental state examination (MMSE), and the clinical dementia. However, the use of these indicators as ground truth marking could be imprecise for AD detection. Researchers have proposed several computer-aided frameworks and lately, the supervised model is mostly used. In this study, we propose a novel 3D Convolutional Neural Network Multilayer Perceptron (3D CNN-MLP) based model for AD classification. The model uses Attention Mechanism to automatically extract relevant features from Magnetic Resonance Images (MRI) to generate probability maps which serves as input for the MLP classifier. Three MRI scan categories were considered, thus AD dementia patients, Mild Cognitive Impairment patients (MCI), and Normal Control (NC) or healthy patients. The performance of the model is assessed by comparing basic CNN, VGG16, DenseNet models, and other state of the art works. The models were adjusted to fit the 3D images before the comparison was done. Our model exhibited excellent classification performance, with an accuracy of 91.27% for AD and NC, 80.85% for MCI and NC, and 87.34% for AD and MCI.

선형판별분석(LDA)기법을 적용한 국가연구시설장비 표준분류체계의 분류 정확도 검증 (Verifying the Classification Accuracy for Korea's Standardized Classification System of Research F&E by using LDA(Linear Discriminant Analysis))

  • 정석인;송영화;정의덕
    • 경영과정보연구
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    • 제39권1호
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    • pp.35-57
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    • 2020
  • 정부는 연구시설장비가 과학기술의 발전을 견인하는 매우 중요한 도구이자, 수단으로 여겨지면서 국가적으로 R&D와 연구시설장비에 대한 예산 투자를 지속적으로 확대하였다. 또한, 기 구축된 국가연구시설장비의 효율적 운영 및 체계적 관리의 필요성이 점차 대두되면서 2010년 12월, 국가연구시설장비 표준분류체계를 개발하였다. 그러나 연구현장에서는 국가연구시설장비의 NTIS(National Science and Technology Service) 정보수집 초기단계로 누적정보 부족에 따른 표준분류체계의 과학적 검증절차 부재와 동일계층 간 분류기준의 비일관성 문제가 여전히 한계로 제기되고 있다. 따라서 본 연구는 지난 2010년, 2015년 각 제/개정된 국가연구시설장비 표준분류체계(대분류 8개, 중분류 25개, 소분류 410개)의 분류 정확도를 측정하고자 선형판별분석(LDA)과 분산분석(ANOVA) 기법을 적용하여 2단계로 분석하였다. 또한, 본 연구 분석을 위해 지난 10년 동안 NTIS에 누적 등록된 정보데이터(Big-Data) 50,271건을 수집하여 이를 활용하였다. 이는 단순히 국내외 유사 분류체계와 전문가 의견을 토대로 만들어진 현(現) 국가연구시설 표준분류체계를 과학적으로 실증 검증한 첫 연구 사례에 해당된다. 본 연구 결과, 대분류 이하 중분류와 소분류로 분류된 개체 수의 집단별 판별정확도는 92.2% 로 매우 높은 수준이었고, 분산분석을 통한 사후검증에서는 대분류 8개 중 2개 집단의 변별력이 다소 낮게 나타나, 현(現) 표준분류체계 중 일부 개선이 필요한 것으로 조사되었다. 본 연구를 통해 현(現) 국가연구시설장비 표준분류체계가 향후 지속적으로 개선되길 바란다.

Oral health-related quality of life in patients with implant treatment

  • Kanehira, Yukumi;Arai, Korenori;Kanehira, Toshiki;Nagahisa, Keina;Baba, Shunsuke
    • The Journal of Advanced Prosthodontics
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    • 제9권6호
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    • pp.476-481
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    • 2017
  • PURPOSE. Patient-reported outcomes are increasingly commonly used as a method of evaluating treatments. This cross-sectional study aimed to evaluate implant treatment from the perspective of patient-reported outcomes. MATERIALS AND METHODS. Subjects were 804 patients who visited the Department of Oral Implantology at Osaka Dental University. The participants were categorized into a pre-implant group and a post-implant group. They were further categorized into five subgroups based on the number of occlusal supports provided by the remaining teeth according to the Eichner classification. The participants answered a basic questionnaire and the General Oral Health Assessment Index (GOHAI) questionnaire, an oral health-related quality of life (QOL) scale. GOHAI scores were compared according to the number of occlusal supports within each group and between the two groups. RESULTS. The results revealed a significant difference in terms of the number of occlusal supports within the pre-implant group; GOHAI scores decreased as the number of occlusal supports decreased (P<.001). However, no significant difference was observed in GOHAI scores in terms of the number of occlusal supports in the post-implant group (P>.05). GOHAI scores significantly improved in both pre- and post-implant groups in all occlusal support subgroups (P<.001). CONCLUSION. GOHAI scores decrease as occlusal support is lost. However, implant treatment performed in areas of loss improves the GOHAI score when occlusal support is restored.

Evaluation of Stapled versus Hand-Sewn Techniques for Colo-Rectal Anastomosis after Low Anterior Resection of Mid-Rectal Carcinoma: a Study on 50 Patients

  • Fayek, Ihab Samy
    • Asian Pacific Journal of Cancer Prevention
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    • 제15권13호
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    • pp.5427-5431
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    • 2014
  • Aim: To evaluate the outcome of stapled versus sutured colo-rectal anastomosis after low anterior resection of mid-rectal carcinoma. Patients and Methods: A prospective study of fifty patients who underwent colo-rectal anastomosis following low anterior resection (LAR) of T2 mid-rectal cancers at the Egyptian National Cancer Institute during the time period from June 2010 to June 2013 was conducted. Classification was into two groups; a stapled anastomosis group I (25 patients) and a hand-sewn anastomosis group II (25 patients). All operations are evaluated regarding intra-operative complications such as anastomotic line bleeding, visceral injuries or major blood loss. The anastomotic time and operative time are documented for each operation. All patients are evaluated post-operatively for anastomotic leakage (AL), wound infection and ileus. Results: The distance of the tumor from the anal verge was $9.6{\pm}2.0cm$ in group I and $9.9{pm}2.4cm$ in group II. The mean operative time was $191.5{\pm}16.2min$ in the stapled group and $208{\pm}18.6min$ in the sutured group (p=0.002). The mean anastomotic times were $9.0{\pm}1.9min$ and $19.7{pm}12.2min$ (p=0.001). Anastomotic leakage developed in three (12.0%) patients in the stapled group and in four (16.0%) patients in the sutured group (p=1.000). Post-operative ileus was observed in 3 patients in group I and one patient in group II. Wound infection developed in three (12.0%) patients in the stapled group and four (16.0%) patients in the sutured group (p=1.000). Conclusion: Colo-rectal anastomosis after low anterior resection for mid rectal carcinoma can be conducted safely either by stapling or hand-sewn techniques; however the stapling technique showed shorter anastomotic and operative times with no significant advantages regarding intra- or post-operative complications or hospital stay.

tufA gene as molecular marker for freshwater Chlorophyceae

  • Vieira, Helena Henriques;Bagatini, Inessa Lacativa;Guinart, Carla Marques;Vieira, Armando Augusto Henriques
    • ALGAE
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    • 제31권2호
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    • pp.155-165
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    • 2016
  • Green microalgae from the class Chlorophyceae represent a major biodiversity component of eukaryotic algae in continental water. Identification and classification of this group through morphology is a hard task, since it may present cryptic species and phenotypic plasticity. Despite the increasing use of molecular methods for identification of microorganisms, no single standard barcode marker is yet established for this important group of green microalgae. Some available studies present results with a limited number of chlorophycean genera or using markers that require many different primers for different groups within the class. Thus, we aimed to find a single marker easily amplified and with wide coverage within Chlorophyceae using only one pair of primers. Here, we tested the universality of primers for different genes (tufA, ITS, rbcL, and UCP4) in 22 strains, comprising 18 different species from different orders of Chlorophyceae. The ITS primers sequenced only 3 strains and the UCP primer failed to amplify any strain. We tested two pairs of primers for rbcL and the best pair provided sequences for 10 strains whereas the second one provided sequences for only 7 strains. The pair of primers for the tufA gene presented good results for Chlorophyceae, successfully sequencing 21 strains and recovering the expected phylogeny relationships within the class. Thus, the tufA marker stands out as a good choice to be used as molecular marker for the class.

사춘기 발달지표 분류에 의한 항 스트레스 차이 연구 (Research on the Difference of Anti-Stress by Classification of Puberty Development Index)

  • 최남숙;안상균;박병운
    • 한국산학기술학회논문지
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    • 제16권4호
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    • pp.2505-2510
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    • 2015
  • 본 연구는 사춘기 전, 중, 후의 스트레스저항력의 차이를 알아보고자 하는 목적이다. 연구는 2012년 10월부터 12월까지 두달간 진행했다. 대상자로 사춘기 전과 중은 Y시 초등학교와 중학교 학생들을 대상으로 설문지를 통해 사춘기 전 28명, 중 35명 두 집단으로 나누고 사춘기 후 집단은 한국 정신과학 연구소의 전국 대학생 33명 뇌파로 사춘기 전, 중, 후 세 집단의 항 스트레스 차이를 알아보았다. 연구결과는 좌뇌 사춘기 전 평균값 77.11, 중 79.14, 후 84.93, 우뇌의 전 평균값 77.24, 중 79.89, 후 84.43으로 점차 항 스트레스지수가 증가됨을 볼 수 있었다. 이는 사춘기의 심리적 특성이 설문방식뿐만 아니라 과학적인 뇌파에 의해서도 입증될 수 있다는데 의미가 있다.

제왕절개술후 통증치료를 위해 경막외강에 투입된 Morphine과 Nalbuphine의 비교 연구 (A Comparison of the Epidural Nalbuphine to Epidural Morphine in Post-Cesarean Section Patients)

  • 문봉기;이윤우;이자원;윤덕미;오흥근
    • The Korean Journal of Pain
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    • 제6권1호
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    • pp.60-66
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    • 1993
  • The clinical effects of epidural nalbuphine were compared to those of epidural morphine in sixty Cesarean delivery. They were physical status 1 or 2 by ASA classification and randomly divided into three groups. They were administered nalbuphine 5 mg(Group N5), nalbuphine 10 mg(Group N10) or morphine 3 mg(Group M3) through an indwelling epidural catheter at the time of peritoneal closure. During the first postoperative 24 hours, their analgesic effects were evaluated by visual analogue scale(0-10), respiration rates and Trieger dot test. The severity of side effects(0-2) was also evaluated. The results were as follows ; 1) The number of patients who needed additional epidural analgesics was least in group M3 (p<0.05). There was no significant difference between group N5 and group N10. 2) The duration between the first and second epidural administration was ; 19.2 hours in group M3, 8.6 hours in group N10 and 5.4 hours in group N5. There was a significant difference each group (p<0.05). 3) From the fourth post operative hour, both groups receiving nalbuphine showed a higher VAS score compared to group M3(p<0.05). 4) The incidence of pruritus, nausea, vomiting and voiding difficulty were more severe in group M3 compared with the other groups. However the severity did not increase with increasing nalbuphine dosage. 5) There were no patients showing objective sedation or low respiration rate(10 times/minute). We concluded that epidural administration of nalbuphine 5 mg or 10 mg is one way of post operative pain control. Its side effects were less than epidural morphine, but it is a less convenient in the method of analgesia.

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