• Title/Summary/Keyword: Media fusion

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A Trend on Smart Village and Implementation of Smart Village Platform

  • Park, Chulsu;Cha, Jaesang
    • International journal of advanced smart convergence
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    • v.8 no.3
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    • pp.177-183
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    • 2019
  • We intend to improve the sustainability of rural villages by investigating the element technologies and platforms necessary for building smart villages. There are so many investment smart city platforms and solutions in many cities. but there are relatively few investments in rural or small cities. This situation can not only increase the urban problem due to the increase of population to the city, but also deepen the digital gap of citizens. So far, studies on smart village have been investigated in fragments. We will examine the cases applied to smart village as a whole and study the open smart village platform that analyzes the overall data storage and management of the village after the smart village was finally established. First, we will look at the overseas trends of smart village and second, we will study the smart village platform that efficiently manages smart village through the technology necessary for smart village.

Object Detection Method with Non-local Feature Fusion (비지역적 특징 융합을 이용한 물체 검출 기법)

  • Choi, Jun Ho;Lee, Min Kyu;Song, Byung Cheol
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2019.06a
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    • pp.32-34
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    • 2019
  • 최근 딥러닝 기반의 다양한 물체 검출 알고리즘이 제안되어 높은 성능을 보이고 있다. 본 논문은 이러한 딥러닝 기반 물체 검출의 성능을 향상시키기 위해 입력영상에서 추출된 특징 지도를 강화하는 비지역적 특징 융합과, 이를 이용한 물체 검출 기법을 제안한다. 제안 기법은 입력영상에서 CNN 을 통해 추출한 특징 지도를 비지역적 특징 강화 블록을 통해 강화한다. 해당 블록 내에서 입력된 특징 지도는 먼저 여러 리셉티브 필드를 갖는 특징 지도로 분기된다. 그리고 분기된 특징 지도들은 비지역적 특징 융합 모듈에 의해 융합되어 강화된다. 이러한 과정을 통해 강화된 특징 지도는 비지역적 문맥 정보가 강화된 특성을 가지며, 해당 특징 지도를 이용하여 최종적으로 물체 검출을 수행한다. Pascal VOC 공인 데이터세트를 통한 실험 결과, 제안 기법은 기존 비교 기법 대비 향상된 검출 성능을 보인다.

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Improved Semantic Segmentation in Multi-modal Network Using Encoder-Decoder Feature Fusion (인코더-디코더 사이의 특징 융합을 통한 멀티 모달 네트워크의 의미론적 분할 성능 향상)

  • Sohn, Chan-Young;Ho, Yo-Sung
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2018.11a
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    • pp.81-83
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    • 2018
  • Fully Convolutional Network(FCN)은 기존의 방법보다 뛰어난 성능을 보였지만, FCN은 RGB 정보만을 사용하기 때문에 세밀한 예측이 필요한 장면에서는 다소 부족한 성능을 보였다. 이를 해결하기 위해 인코더-디코더 구조를 이용하여 RGB와 깊이의 멀티 모달을 활용하기 위한 FuseNet이 제안되었다. 하지만, FuseNet에서는 RGB와 깊이 브랜치 사이의 융합은 있지만, 인코더와 디코더 사이의 특징 지도를 융합하지 않는다. 본 논문에서는 FCN의 디코더 부분의 업샘플링 과정에서 이전 계층의 결과와 2배 업샘플링한 결과를 융합하는 스킵 레이어를 적용하여 FuseNet의 모달리티를 잘 활용하여 성능을 개선했다. 본 실험에서는 NYUDv2와 SUNRGBD 데이터 셋을 사용했으며, 전체 정확도는 각각 77%, 65%이고, 평균 IoU는 47.4%, 26.9%, 평균 정확도는 67.7%, 41%의 성능을 보였다.

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Learning Algorithms in AI System and Services

  • Jeong, Young-Sik;Park, Jong Hyuk
    • Journal of Information Processing Systems
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    • v.15 no.5
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    • pp.1029-1035
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    • 2019
  • In recent years, artificial intelligence (AI) services have become one of the most essential parts to extend human capabilities in various fields such as face recognition for security, weather prediction, and so on. Various learning algorithms for existing AI services are utilized, such as classification, regression, and deep learning, to increase accuracy and efficiency for humans. Nonetheless, these services face many challenges such as fake news spread on social media, stock selection, and volatility delay in stock prediction systems and inaccurate movie-based recommendation systems. In this paper, various algorithms are presented to mitigate these issues in different systems and services. Convolutional neural network algorithms are used for detecting fake news in Korean language with a Word-Embedded model. It is based on k-clique and data mining and increased accuracy in personalized recommendation-based services stock selection and volatility delay in stock prediction. Other algorithms like multi-level fusion processing address problems of lack of real-time database.

Video Palmprint Recognition System Based on Modified Double-line-single-point Assisted Placement

  • Wu, Tengfei;Leng, Lu
    • Journal of Multimedia Information System
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    • v.8 no.1
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    • pp.23-30
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    • 2021
  • Palmprint has become a popular biometric modality; however, palmprint recognition has not been conducted in video media. Video palmprint recognition (VPR) has some advantages that are absent in image palmprint recognition. In VPR, the registration and recognition can be automatically implemented without users' manual manipulation. A good-quality image can be selected from the video frames or generated from the fusion of multiple video frames. VPR in contactless mode overcomes several problems caused by contact mode; however, contactless mode, especially mobile mode, encounters with several revere challenges. Double-line-single-point (DLSP) assisted placement technique can overcome the challenges as well as effectively reduce the localization error and computation complexity. This paper modifies DLSP technique to reduce the invalid area in the frames. In addition, the valid frames, in which users place their hands correctly, are selected according to finger gap judgement, and then some key frames, which have good quality, are selected from the valid frames as the gallery samples that are matched with the query samples for authentication decision. The VPR algorithm is conducted on the system designed and developed on mobile device.

A study on the national trend reflected by the number of active users of the KM player app (KM플레이어 앱의 활성 사용자 수치가 반영하는 국가 동향에 대한 연구)

  • Joung, Dasol;Thuong, Nguyen Thi;Kim, Daehak;Lee, Jundong;choi, Jaehong
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2020.07a
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    • pp.49-52
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    • 2020
  • KMPlayer는 2015년부터 국내 기업으로 개발된 세계적으로 넓게 확산된 국산 미디어 플레이어 프로그램이다. 현재는 IOS, Android 버전이 모바일 버전으로 출시되어있다. KMPlayer 안드로이드 어플리케이션은 천만 명 이상의 다운로드 수를 보유하고 있고, 많은 사용자 수를 기반으로 발생하는 방대한 데이터들은 분석 기준에 따라 다양한 형태의 그래프 보고서로 만들어지고 있다. 본 논문에서는 KMPlayer 사용 국가들의 활성 사용자 수 그래프를 분석해, 각 국가에서 발생하는 문화적, 사회적 사건이 KMPlayer 안드로이드 버전의 활성 상용자 수 그래프에 어떤 영향을 미치는지, 그리고 역으로 활성 사용자 수 그래프의 변화가 현실의 어떤 사건을 반영하고 있는지에 대해 연구하고자 한다.

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Isolation of Constitutive Mutant of xylA Gene in Escherichia coli (대장균 xylA 유전자의 구성적 변이주의 분리)

  • Soh, Jae Hyun;Roh, Dong Hyun;Rhee, In Koo
    • Current Research on Agriculture and Life Sciences
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    • v.11
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    • pp.81-89
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    • 1993
  • In order to isolate a mutant which was constitutively expressed in xylA gene, Pxyl-cat-xylA fusion gene was constructed by the insertion of cat gene between xylA promoter and xylA structural gene in pEX13 contained xylA gene. The expression of cat and xylA gene from transformants of xylA mutant DH77 with plasmid pEXC131 containing Pxyl-cat-xylA fusion gene was induced by the addition of 0.4% xylose to media. This results indicated that cat and xylA gene were expressed under control of xylA promoter the presence of xylR gene. We have also isolated constitutive mutant plasmid pEXC131-39 from pEXC131 by trementment with N-methyl-N'-nitro-N-nitrosoguanidine(NTG). cat and xylA gene from pEXC131-39 were constitutively expressed without induction of xylose regardless of xylR gene. Transformants of xylR mutant DH60 with pEXC131-39 also expressed chloramphenicol resistances and xylose isomerase without induction of xylose. This result shows that mutation in region of xylA promoter might make it possible to be constitutively expressed.

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Patch based Multi-Exposure Image Fusion using Unsharp Masking and Gamma Transformation (언샤프 마스킹과 감마 변환을 이용한 패치 기반의 다중 노출 영상 융합)

  • Kim, Jihwan;Choi, Hyunho;Jeong, Jechang
    • Journal of Broadcast Engineering
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    • v.22 no.6
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    • pp.702-712
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    • 2017
  • In this paper, we propose an unsharp masking algorithm using Laplacian as a weight map for the signal structure and a gamma transformation algorithm using image mean intensity as a weight map for mean intensity. The conventional weight map based on the patch has a disadvantage in that the brightness in the image is shifted to one side in the signal structure and the mean intensity region. So the detailed information is lost. In this paper, we improved the detail using unsharp masking of patch unit and proposed linearly combined the gamma transformed values using the average brightness values of the global and local images. Through the proposed algorithm, the detail information such as edges are preserved and the subjective image quality is improved by adjusting the brightness of the light. Experiment results show that the proposed algorithm show better performance than conventional algorithm.

Regulation of the Gene Encoding Glutathione Synthetase from the Fission Yeast

  • Kim, Su-Jung;Shin, Youn-Hee;Kim, Kyung-Hoon;Park, Eun-Hee;Sa, Jae-Hoon;Lim, Chang-Jin
    • BMB Reports
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    • v.36 no.3
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    • pp.326-331
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    • 2003
  • The fission yeast cells that contained the cloned glutathione synthetase (GS) gene showed 1.4-fold higher glutathione (GSB) content and 1.9-fold higher GS activity than the cells without the cloned GS gene. Interestingly, $\gamma$-glutamylcysteine synthetase activity increased 2.1-fold in the S. pombe cells that contained the cloned GS gene. The S. pombe cells that harbored the multi copy-number plasmid pRGS49 (containing the cloned GS gene) showed a higher level of survival on solid media with cadmium chloride (1 mM) or mercuric chloride ($10\;{\mu}M$) than the cells that harbored the YEp357R vector. The 506 bp upstream sequence from the translational initiation point and N-terminal8 amino acid-coding region were fused into the promoteriess $\beta$-galactosidase gene of the shuttle vector YEp367R to generate the fusion plasmid pUGS39. Synthesis of $\beta$-galactosidase from the fusion plasmid pUGS39 was significantly enhanced by cadmium chloride and NO-generating S-nitroso-N-acetylpenicillamine (SNAP) and sodium nitroprusside (SN). It was also induced by L-buthionine-(S,R)-sulfoximine, a specific inhibitor of $\gamma$-glutamylcysteine synthetase (GCS). We also found that the expression of the S. pombe GS gene is regulated by the Atf1-Spc1-Wis1 signal pathway.

A Study on the Straight Path Prediction Technology of White LED Marker-based AGV in Indoor Environment (실내 환경에서 White LED 마커 기반 무인 운반차의 직진경로 예측 기술 연구)

  • Woo, Deok gun;vinayagam, Mariappan;Kim, Young min;Cha, Jae sang
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.17 no.5
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    • pp.48-54
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    • 2018
  • With the 4th industry era, smart factories are emerging. In the era of multi-product small scale production, unmanned transportation vehicles are rapidly increasing in utilization of unmanned transportation vehicles that carry and arrange goods in the work space. The conventional unmanned vehicle detected its position by using the guided line method and the position based method for indoor location recognition and movement. This method has disadvantages of initial high cost and maintenance / maintenance. In this paper, to solve the disadvantages, the method of predicting the direct path of the unmanned vehicle through the Kalman filter is verified using the white LED marker of the warehouse and the position data and the image data of the white LED marker recognition image. Through this, the reliability of the linear movement which occupies the most part in the lattice structure is secured. It is also expected that the reliance on additional position sensors will also be reduced.