• Title/Summary/Keyword: AI Component

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Multi-Class Multi-Object Tracking in Aerial Images Using Uncertainty Estimation

  • Hyeongchan Ham;Junwon Seo;Junhee Kim;Chungsu Jang
    • Korean Journal of Remote Sensing
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    • v.40 no.1
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    • pp.115-122
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    • 2024
  • Multi-object tracking (MOT) is a vital component in understanding the surrounding environments. Previous research has demonstrated that MOT can successfully detect and track surrounding objects. Nonetheless, inaccurate classification of the tracking objects remains a challenge that needs to be solved. When an object approaching from a distance is recognized, not only detection and tracking but also classification to determine the level of risk must be performed. However, considering the erroneous classification results obtained from the detection as the track class can lead to performance degradation problems. In this paper, we discuss the limitations of classification in tracking under the classification uncertainty of the detector. To address this problem, a class update module is proposed, which leverages the class uncertainty estimation of the detector to mitigate the classification error of the tracker. We evaluated our approach on the VisDrone-MOT2021 dataset,which includes multi-class and uncertain far-distance object tracking. We show that our method has low certainty at a distant object, and quickly classifies the class as the object approaches and the level of certainty increases.In this manner, our method outperforms previous approaches across different detectors. In particular, the You Only Look Once (YOLO)v8 detector shows a notable enhancement of 4.33 multi-object tracking accuracy (MOTA) in comparison to the previous state-of-the-art method. This intuitive insight improves MOT to track approaching objects from a distance and quickly classify them.

Creativity for the Gifted or for All? My Reflective Points

  • Girl, Tan Ai
    • Proceedings of the Korean Society for the Gifted Conference
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    • 2005.11a
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    • pp.33-49
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    • 2005
  • Creativity since 1950 has become an increasing appealing component of education. This is especially true in many Asian countries including Singapore. Creativity is a necessary but not a sufficient component ofholistic education. Beginning with creativity for the talented, the gifted, and people with high abilities, creativity has gradually become a phenomenon of every society, and a potential competence of every person. This paper presents my views on the evolving trends of creativity in education and challenges my thoughts on who should be given the opportunity to become creative. Is creativity merely meant for the gifted or for all? Some reflective points with regard to answering this question areelicited with reference to the development of Singapore's education.

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Intra Prediction Mode Dependent Reference Sample Selection Method for Cross- Component Linear Model (CCLM 에서 화면 내 예측 모드에 따른 참조 샘플 선택 방법)

  • Lee, Jongseok;Park, Seanae;Choi, Hansol;Sim, Donggyu
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2018.06a
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    • pp.188-189
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    • 2018
  • 본 논문에서는 색차 성분의 화면내 예측 모드인 CCLM( Cross Component Linear Model) 의 계산 복잡도 감소를 위하여 휘도 성분의 화면내 예측 모드에 따라 주변 참조 샘플 쌍을 선택적으로 사용하는 방법을 제안한다. 제안하는 방법은 총 67 가지 화면내 예측 모드를 3 개의 구간으로 나누고 각 구간별로 사용하는 참조 샘플 쌍의 위치를 정하여 사용하였다. 제안하는 방법의 성능 평가를 위하여 AI( All Intra) 환경에서 JEM7.0 대비 부호화 성능을 측정하였다. 실험결과로서 제안하는 방법이 JEM7.0 대비 Y, U, V 각각 평균 0.04%, 0.61%, 0.62% 의 BD-rate 손실 및 평균 2%, 최대 8% 부호화 시간 감소를 보인다.

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A Filter Algorithm based on Partial Mask and Lagrange Interpolation for Impulse Noise Removal (임펄스 잡음 제거를 위한 부분 마스크와 라그랑지 보간법에 기반한 필터 알고리즘)

  • Cheon, Bong-Won;Kim, Nam-Ho
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.26 no.5
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    • pp.675-681
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    • 2022
  • Recently, with the development of IoT technology and AI, unmanned and automated in various fields, interest in video processing, which is the basis for automation such as object recognition and object classification, is increasing. Various studies have been conducted on noise removal in the video processing process, which has a significant impact on image quality and system accuracy and reliability, but there is a problem that it is difficult to restore images for areas with high impulse noise density. In this paper proposes a filter algorithm based on partial mask and Lagrange interpolation to restore the damaged area of impulse noise in the image. In the proposed algorithm, the filtering process was switched by comparing the filtering mask with the noise estimate and the purge weight was calculated based on the low frequency component and the high frequency component of the image to restore the image.

Attenuation Effect of Chamaecyparis obtusa Leaf Essential Oils on Airway Hyperresponsiveness and Airway Inflammation in Ovalbumin-Induced Murine Asthma Model (Ovalbumin으로 유도된 마우스 천식 모델에서 편백나무 잎 정유성분에 의한 기도과민성과 기도염증의 완화 효과)

  • Kim, Seong Kyeom;Lee, Seung Min;Lim, Heung Bin
    • Korean Journal of Medicinal Crop Science
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    • v.23 no.3
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    • pp.237-244
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    • 2015
  • In this study, essential oils were extracted from the leaf of Chamaecyparis obtusa (CLEO), indigenous to Korea, CLEO constituents were analysed, and the effects of CLEO on airway hyperresponsiveness (AHR) and airway inflammation (AI) were investigated in Ovalbumin (OVA)-induced asthma mouse model. Terpenoid components among identified CLEO constituents made up more than 80%. The CLEO-treated group in comparison to the control group showed reduced AHR, the decrease of eosinophil number in the bronchoalveolar lavage fluid (BALF), reduced specific anti-OVA IgE level in the serum, and a significant reduction in Th2 cytokines levels in the BALF with concentration. We concluded that CLEO have an alleviating effect on asthma-like symptoms such as AHR and AI. Further studies about antiasthmatic effect are necessary on the focus of single component of CLEO.

Smart Railway Communication Standardization Trend and Direction (스마트 철도 통신 표준화 동향과 지향점)

  • Kim, Jong-Ki
    • The Journal of the Korea institute of electronic communication sciences
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    • v.17 no.2
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    • pp.207-212
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    • 2022
  • The rail transport system is developing into a smart railroad that pursues intelligence beyond the automation stage of each component in recent years. Smart railways based on ICT (: Information & Communications Technology) technologies such as IoT (: Internet of Things), big data, deep learning, AI (: Artificial Intelligence), and block chain are expected to cause many developmental changes in domestic and foreign railway technologies. In this paper, we look at the domestic and international standardization trends of railway communication technology, which forms the basis of such smart railway system, and discuss the direction for train control technology(CBTC) in Korea's railway transportation system to become a leading technology(UBTC) in the world railway industry in the future.

A Study on the PBL-based AI Education for Computational Thinking (컴퓨팅 사고력 향상을 위한 문제 중심학습 기반 인공지능 교육 방안)

  • Choi, Min-Seong;Choi, Bong-Jun
    • Journal of the Institute of Convergence Signal Processing
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    • v.22 no.3
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    • pp.110-115
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    • 2021
  • With the era of the 4th Industrial Revolution, education on artificial intelligence is one of the important topics. However, since existing education is aimed at knowledge, it is not suitable for developing the active problem-solving ability and AI utilization ability required by artificial intelligence education. To solve this problem, we proposes PBL-based education method in which learners learn in the process of solving the presented problem. The problem presented to the learner is a completed project. This project consists of three types: a classification model, the training data of the classification model, and the block code to be executed according to the classified result. The project works, but each component is designed to perform a low level of operation. In order to solve this problem, the learners can expect to improve their computational thinking skills by finding problems in the project through testing, finding solutions through discussion, and improving to a higher level of operation.

Progesterone and Estrogen Levels in Holstein Blood and Milk Following Artificial Insemination and Embryo Transfer (인공수정 및 수정란이식 후 젖소의 혈액과 유즙에서 Progesterone과 Estrogen 농도 변화와 수태율과의 상관관계)

  • Han, Rong-Xun;Kim, Hong-Rye;Diao, Yun-Fei;Kim, Young-Hoon;Woo, Je-Seok;Jin, Dong-Il
    • Korean Journal of Agricultural Science
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    • v.37 no.3
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    • pp.393-398
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    • 2010
  • Early pregnancy diagnosis of bovine is an essential component for efficient reproductive plan in farms because long term of non-pregnancy results in economic losses by failure of offspring production and low milk yield in dairy cattle. The major steroid hormones related with reproduction are known to be progesterone and estrogen in bovine pregnancy. To evaluate detection level of hormones in milk, plasma and milk progestrone and estrogen of Holstein cows was analyzed during artificial insemination (AI) and embryo transfer (ET). Progesterone concentration at 21 days postestrus was significantly different in plasma and milk between pregnant and non-pregnant cows. Estrogen concentration at estrus was higher in pregnant recipients than that in non-pregnant recipients. To analyze correlation between hormone levels and conception rates in Holstein, the conception and return rates were checked following AI, and the returned cows were on the track of pregnancy after consecutive AI. Pregnant cows following first AI were considered as high conception group while pregnant cows following third AI were rated as low conception group. Proportion of high and low conception groups in this study was 78.2% and 9.1%, respectively. Hormone analysis indicated that high conception group had higher estrogen level during estrus than low conception group ($26.45{\pm}3.32$ vs $19.017{\pm}2.97$). Progesterone level was not different between high and low conception groups during estrus but increased significantly after 21 days postestrus (21 day: $4.95{\pm}1.12$ vs $0.95{\pm}0.23$, 35 day: $12.47{\pm}3.82$ vs $2.41{\pm}1.21$). In conclusion, the pattern of progesterone and estrogen secretion in Holstein milk samples could be a good candidate for early pregnancy detection and selection of recipients during ET.

Seismic Design Force for Rectangular Water Tank with Flexible Walls (유연한 벽면을 가진 사각형 물탱크의 설계지진력 산정)

  • Kim, Min Woo;Yu, Eunjong;Park, Ji-Hun
    • Journal of the Earthquake Engineering Society of Korea
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    • v.27 no.6
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    • pp.303-310
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    • 2023
  • The equivalent static load for non-structural elements has a limitation in that the sloshing effect and the interaction between the fluid and the water tank cannot be considered. In this study, the equations to evaluate the impulse and convective components in the design codes and previous research were compared with the shaking table test results of a rectangular water tank with flexible wall panels. The conclusions of this study can be summarized as follows: (1) It was observed that the natural periods of the impulsive component according to ACI 350.3 were longer than system identification results. Thus, ACI 350.3 may underestimate the earthquake load in the case of water tanks with flexible walls. (2) In the case of water tanks with flexible walls, the side walls deform due to bending of the front and back walls. When such three-dimensional fluid-structure interaction was included, the natural period of the impulsive component became similar to the experimental results. (3) When a detailed finite element (FE) model of the water tank was unavailable, the assumption Sai = SDS could be used, resulting in a reasonably conservative design earthquake load.

Petorshemical Study on the Mantle Xwnoliths in alkli basalts from S. Korea: P-T Regime of Upper Mantle (남한의 알카리 현무암에 분포하는 맨틀포획암의 암석화학적 연구: 상부맨틀포획암의 암석화학적 연구: 상부맨틀의 온도 및 압력 추정)

  • 이한영
    • The Journal of the Petrological Society of Korea
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    • v.4 no.2
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    • pp.104-123
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    • 1995
  • Mantle xenoliths in alkali basalt from Boun, Gansung area, and Baegryung island in S. Korea are spinel lherzolites composed of olivine, orthopyroxene, clinopyroxene, and spinel. The xenoliths generally show triple junctions among grams, kink-banding in olivine and pyroxenes, and protogranular and eqigranular textures having m orlentatron of specific direction. Anhedral brown spinels are disseminated in the intergranular spaces of minerals. Mineral compositions are very homogeneous without compositional zonation from rim to core in grains regardless different locahties. Olivine shows Fo. component of 89.0-90.2 and low CaO of 0.03-0.12wt%, orthopyroxene is enstatite with En component of 89.0 - 90.0 and $Al_2O_3$ of 4-5wt%, and clinopyroxene is diopside having En. component of 47.2-49.1 and $Al_2O_3$ of 7.42-7.64wt% from Boun and 4.70-4.91wt% from Baegryung showing local variation. Spinel shows the distinctive negative trend with increasing of A1 and decreasing of Cr, and Mg value and Cr number are 75.1-81.9 and 8.5-12.6, respectively. To estlmate T and P for these mantle xenoliths pyroxene-geothermometers (Wood and Banno, 1973; Wells, 1977; Mercier, 1980; Sachtleben and Seck, 1981; Bertrand and Mercier, 1985; Brey and Kohler, 1990) and Al-solubility geobarometer (Mercier, 1980; Lane and Ganguly, 1980) are used. Temperatures of Mercier (1980) and Sachtleben and Seck (1981) are compatible and equilibrium temperatures of xenoliths, average value of these two, aiie from $970^{\circ}C$ to $1020^{\circ}C$, and equihbrium pressures derived from Mercier (1980) are in the range of 12-19 Kb (42-63 Km). These temperatures and pressures seem to be reasonble wlth the consideration of Al-isopleths in MAS system (Lane and Ganguly, 1980) and Fe effect on Al-solubility in orthopyroxene (Lee and Ganguly, 1988). Equllibrium of temperatures and pressures of xenoliths in P-T space belong to ocenanic geothem among the Mercier's mantle geotherms (1980) and are completely different from continental geotherms of S. Africa (Lesotho) and S. India having different geologcal ages. anera1 compositions of spmel-lherzohtes in S. Korea and eastern China are primitwe and paleogeothems of both are very s~mllar, but degrees of depletion of upper mantle could be locally different from each other since eastern China has various depleted xenoliths due to different degrees of partial melting.

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