• Title/Summary/Keyword: multiple classes

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Semantic Segmentation of Drone Images Based on Combined Segmentation Network Using Multiple Open Datasets (개방형 다중 데이터셋을 활용한 Combined Segmentation Network 기반 드론 영상의 의미론적 분할)

  • Ahram Song
    • Korean Journal of Remote Sensing
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    • v.39 no.5_3
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    • pp.967-978
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    • 2023
  • This study proposed and validated a combined segmentation network (CSN) designed to effectively train on multiple drone image datasets and enhance the accuracy of semantic segmentation. CSN shares the entire encoding domain to accommodate the diversity of three drone datasets, while the decoding domains are trained independently. During training, the segmentation accuracy of CSN was lower compared to U-Net and the pyramid scene parsing network (PSPNet) on single datasets because it considers loss values for all dataset simultaneously. However, when applied to domestic autonomous drone images, CSN demonstrated the ability to classify pixels into appropriate classes without requiring additional training, outperforming PSPNet. This research suggests that CSN can serve as a valuable tool for effectively training on diverse drone image datasets and improving object recognition accuracy in new regions.

The Effect of Academic Emotions, Learning Flow and Perceived Teaching Presence on Academic Achievement among Undergraduate Nursing Students in an Uncontacted Online Class Learning (간호대학생의 학습정서, 학습몰입, 인지된 교수실재감이 비대면 온라인 학업성취도에 미치는 영향)

  • Hyun Jeong
    • Journal of Industrial Convergence
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    • v.21 no.11
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    • pp.75-83
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    • 2023
  • This study aimed to identify the effect of academic emotions, learning flow and perceived teaching presence for academic achievement of nursing students in an uncontacted online class learning in the convergence society. The participants were 127 nursing students; data were analyzed using t-test, ANOVA, pearson correlation, multiple regression. It was found that: nursing students showed higher score at academic emotions, higher learning flow, and higher perceived teaching presence, higher score for academic achievement. The main factors influencing academic achievement were academic emotions, learning flow and perceived teaching presence. They explained about 42.7% of the academic achievement. Therefore, when operating uncontacted online classes for nursing students, it is necessary to consider the factors of learners, the personal efforts of the instructor, and systematic support for strengthening the instructor's capabilities.

Multiple Trajectories of Depressive Symptoms Among Older Adults (노년기 우울의 다중변화궤적에 관한 연구)

  • Kang, Eun-Na;Choi, Jae-sung
    • 한국노년학
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    • v.34 no.2
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    • pp.387-407
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    • 2014
  • This study aims to identify the multiple trajectories of depressive symptoms and the characteristics of each trajectory group among the elderly. This study uses five waves of longitudinal data from the Korean Welfare Panel Study (KWPS, 2006-2010). Subjects were older adults aged 60 and over who had completed at least three waves between 2006 and 2010. A total of 4,181 respondents were analyzed. The latent growth mixture model and the multiple logistic regression model were mainly used for data analysis. The major findings were as follows: After controlling for the variables of gender, age, education, marital status, self-assessed health, and poverty, this study identified four different trajectory classes: stable low depressive symptoms (71.8%), high but decreased depressive symptoms (10.6%), moderate but increased depressive symptoms (7.9%), and an increased, then a decreased pattern of depressive symptoms (9.7%). The characteristics of theses trajectories as compared to previous studies were a lower percentage of 'stable low depressive symptoms', no 'persistently high depressive symptoms', and higher level of depressive symptoms. Also, the elderly in the stable low trajectory group had better health status, higher self-esteem and a good relationship with family members, having longer working periods, and more living in non-poverty. In addition, chronic health problems, loss of spouse, and household income differentiated the increased and then decreased pattern from the low stable pattern. Also, age and public pension differentiated the moderated but increased pattern from the low stable pattern. Based on the findings of this study, the researchers suggested political and practical implications for reducing depressive symptoms in later life.

Association between Educational Environment and Satisfaction with Learning in Students at Local Cooking Institutes -Focused on Pohang and Gyeongju Area- (경북 일부 지역 요리학원 수강생의 교육환경에 따른 학습 만족도)

  • Lee, In-Sook
    • Journal of the East Asian Society of Dietary Life
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    • v.21 no.1
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    • pp.108-117
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    • 2011
  • The purpose of this study was to analyze the association between educational environment (physical environment of cooking institutes and curriculum) and satisfaction with learning of students at local cooking institutes. Self-administered questionnaires were distributed to 300 student enrolled at cooking institutes located in Pohang and Gyeongju, and a total of 265 were usable. Collected data were statistically analyzed using SPSS 12.0 by frequency, factor, reliability, t-test and Duncan's multiple range test. The results can be summarized as follows. Most of the subjects were enrolled at cooking institutes to learn Korean and Western cuisine. There were significant differences in learning according to institution, facility, method and instructor. There were also significant differences in learning according to gender, age, education, and attended classes. Based on the results, the physical environment of cooking institutes contributed to learning in the students, but the operation system also needs to be improved. However, study was limited in sample size and area, the results can-not be generalized.

A New Object Region Detection and Classification Method using Multiple Sensors on the Driving Environment (다중 센서를 사용한 주행 환경에서의 객체 검출 및 분류 방법)

  • Kim, Jung-Un;Kang, Hang-Bong
    • Journal of Korea Multimedia Society
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    • v.20 no.8
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    • pp.1271-1281
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    • 2017
  • It is essential to collect and analyze target information around the vehicle for autonomous driving of the vehicle. Based on the analysis, environmental information such as location and direction should be analyzed in real time to control the vehicle. In particular, obstruction or cutting of objects in the image must be handled to provide accurate information about the vehicle environment and to facilitate safe operation. In this paper, we propose a method to simultaneously generate 2D and 3D bounding box proposals using LiDAR Edge generated by filtering LiDAR sensor information. We classify the classes of each proposal by connecting them with Region-based Fully-Covolutional Networks (R-FCN), which is an object classifier based on Deep Learning, which uses two-dimensional images as inputs. Each 3D box is rearranged by using the class label and the subcategory information of each class to finally complete the 3D bounding box corresponding to the object. Because 3D bounding boxes are created in 3D space, object information such as space coordinates and object size can be obtained at once, and 2D bounding boxes associated with 3D boxes do not have problems such as occlusion.

Influence of Ego states, Self Esteem, and Empathies on Interpersonal Relationship of Nursing Students (간호대학생의 자아상태, 자존감, 공감정도가 대인관계에 미치는 영향)

  • Jung, Min
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.16 no.7
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    • pp.4614-4620
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    • 2015
  • The purpose of this study is to examine the effects that nursing students' ego-states, self esteem, and empathies have on their interpersonal relationships. The subjects of this study were 210 nursing students who enrolled in interpersonal relationship & communication classes at A university in J city. Collected data were analysed with descriptive analysis, t-test, Pearson correlation coefficients, and multiple regression. The results showed self esteem took 37 as a significant predictors of interpersonal relationship, followed by FC (Free Child, 26), and AC (Accepted Child, -18). The model explained 42% of the variables. Based on the findings, I suggest educational interventions should consider these factors to enhance nursing students' interpersonal relationships.

A Study on Mathematical Creativity of Middle School Mathematical Gifted Students (중등수학영재의 수학적 창의성에 대한 고찰)

  • Kim, Dong Hwa;Kim, Young A;Kang, Joo Young
    • East Asian mathematical journal
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    • v.34 no.4
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    • pp.429-449
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    • 2018
  • The purpose of this study is to investigate how the mathematical creativity of middle school mathematical gifted students is represented through the process of problem posing activities. For this goal, they were asked to pose real-world problems similar to the tasks which had been solved together in advance. This study demonstrated that just 2 of 15 pupils showed mathematical giftedness as well as mathematical creativity. And selecting mathematically creative and gifted pupils through creative problem-solving test consisting of problem solving tasks should be conducted very carefully to prevent missing excellent candidates. A couple of pupils who have been exerting their efforts in getting private tutoring seemed not overcoming algorithmic fixation and showed negative attitude in finding new problems and divergent approaches or solutions, though they showed excellence in solving typical mathematics problems. Thus, we conclude that it is necessary to incorporate problem posing tasks as well as multiple solution tasks into both screening process of gifted pupils and mathematics gifted classes for effective assessing and fostering mathematical creativity.

Preemption-based Service Differentiation Scheme for Optical Burst Switching Networks (광 버스트 교환망에서 Preemption 기반 서비스 차별화 기법)

  • 김병철;김준엽;조유제
    • Journal of the Institute of Electronics Engineers of Korea TC
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    • v.40 no.10
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    • pp.24-34
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    • 2003
  • In this paper, we investigated the problems of the offset time based service differentiation scheme for optical burst switching (OBS) networks, and proposed the preemption-based service differentiation scheme which combines a preemption channel selection algorithm and channel partitioning algorithm. The proposed preemption channel selection algorithm minimizes the length of preempted bursts to improve the channel efficiency, while the proposed channel partitioning algorithm controls the degree of service differentiation between service classes. The simulation results showed that the proposed schemes could improve the end-to-end performance and effectively provide controllable service differentiation in the multiple hop network environments.

Pallidal Signal Intensities on T1-weighted MRI are Highly Observed in Advanced Liver Cirrhosis

  • Weon, Young-Cheol;Park, Neung-Hwa;Kim, Yang-Ho;Lee, Heun
    • Journal of Environmental Health Sciences
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    • v.38 no.5
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    • pp.380-385
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    • 2012
  • Background: Manganese (Mn) has been found to increase the signal intensity of the globus pallidus (GP) on T1-weighted magnetic resonance images (MRI). We performed this study in order to determine the features of liver disease that correlate with pallidal signal intensities. Methods: We assessed blood Mn levels and pallidal signals in T1-weighted MRI in 49 patients with liver cirrhosis and 23 healthy controls. Results: Increased signal intensity in the GP was observed in 30 of 49 (61.2%) patients with liver cirrhosis, with the pallidal index (PI) in patients with Child-Pugh classes B and C differing significantly from the PI in controls. Multiple linear regression analysis showed that blood Mn concentrations and Child-Pugh scores in cirrhotics were significantly associated with increased PI after controlling for other confounders (p<0.05 each). Conclusions: Pallidal signals on T1-weighted MRI are mainly observed in advanced liver cirrhosis. The present study suggests that advanced liver cirrhosis may be a human model for manganism.

A Study on the Sound Quality of Passenger Cars (자동차 실내 소음의 음질 연구)

  • 김정우;최종대;허정기;변언섭
    • Proceedings of the Korean Society for Noise and Vibration Engineering Conference
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    • 1998.04a
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    • pp.94-101
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    • 1998
  • This paper presents the psychoacoustic analyses on the vehicle interior, noise generated when accelerating. Following the objective quantification for vehicle noises of different classes, the subjective decision process by the jury test is adopted to interrelate these results based on two different approaches. In particular, the paired comparison method is employed in assessing the sound quality in terms of the quietness, the powerfulness, and the pleasantness of the human auditory sensation. Special attention is paid to the physical interpretation of psychoacoutic parameters and their interrelation to the subjective assessment scores. In order to ensure the integrity of statistics of the survey, various tests are performed. The results show that the consistency of the "quiet" sensation is far higher than that of the "powerful" and the "pleasant" sensations. Also, it is found that the most significant parameter determining these feelings turns out to be the inherent loudness of the noise instead of the conventional indicators such as the weighted sound pressure level. It may be concluded that the psychoacoustic analysis offers more realistic evaluation for vehicle noise and assists the improvement of NVH more efficiently.ement of NVH more efficiently.

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