• Title/Summary/Keyword: 밀집 영역

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Ensemble Deep Network for Dense Vehicle Detection in Large Image

  • Yu, Jae-Hyoung;Han, Youngjoon;Kim, JongKuk;Hahn, Hernsoo
    • Journal of the Korea Society of Computer and Information
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    • v.26 no.1
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    • pp.45-55
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    • 2021
  • This paper has proposed an algorithm that detecting for dense small vehicle in large image efficiently. It is consisted of two Ensemble Deep-Learning Network algorithms based on Coarse to Fine method. The system can detect vehicle exactly on selected sub image. In the Coarse step, it can make Voting Space using the result of various Deep-Learning Network individually. To select sub-region, it makes Voting Map by to combine each Voting Space. In the Fine step, the sub-region selected in the Coarse step is transferred to final Deep-Learning Network. The sub-region can be defined by using dynamic windows. In this paper, pre-defined mapping table has used to define dynamic windows for perspective road image. Identity judgment of vehicle moving on each sub-region is determined by closest center point of bottom of the detected vehicle's box information. And it is tracked by vehicle's box information on the continuous images. The proposed algorithm has evaluated for performance of detection and cost in real time using day and night images captured by CCTV on the road.

Individual Pig Detection Using Kinect Depth Information (키넥트 깊이 정보를 이용한 개별 돼지의 탐지)

  • Choi, Jangmin;Lee, Jonguk;Chung, Yongwha;Park, Daihee
    • KIPS Transactions on Computer and Communication Systems
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    • v.5 no.10
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    • pp.319-326
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    • 2016
  • Abnormal situation caused by aggressive behavior of pigs adversely affects the growth of pigs, and comes with an economic loss in intensive pigsties. Therefore, IT-based video surveillance system is needed to monitor the abnormal situations in pigsty continuously in order to minimize the economic demage. In this paper, we propose a new Kinect camera-based monitoring system for the detection of the individual pigs. The proposed system is characterized as follows. 1) The background subtraction method and depth-threshold are used to detect only standing-pigs in the Kinect-depth image. 2) The moving-pigs are labeled as regions of interest. 3) A contour method is proposed and applied to solve the touching-pigs problem in the Kinect-depth image. The experimental results with the depth videos obtained from a pig farm located in Sejong illustrate the efficiency of the proposed method.

Recognition of Car License Plate by Using Dynamical Thresholding and Neural Network with Enhanced Learning Algorithm (동적인 임계화 방법과 개선된 학습 알고리즘의 신경망을 이용한 차량 번호판 인식)

  • Kim, Gwang-Baek;Kim, Yeong-Ju
    • The KIPS Transactions:PartB
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    • v.9B no.1
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    • pp.119-128
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    • 2002
  • This paper proposes an efficient recognition method of car license plate from the car images by using both the dynamical thresholding and the neural network with enhanced learning algorithm. The car license plate is extracted by the dynamical thresholding based on the structural features and the density rates. Each characters and numbers from the p]ate is also extracted by the contour tracking algorithm. The enhanced neural network is proposed for recognizing them, which has the algorithm of combining the modified ART1 and the supervised learning method. The proposed method has applied to the real-world car images. The simulation results show that the proposed method has better the extraction rates than the methods with information of the gray brightness and the RGB, respectively. And the proposed method has better recognition performance than the conventional backpropagation neural network.

An Improved Feature Extraction Technique of Asterias Amurensis using 6-Directional Scanning and Centers of Region (6-방향 스캐닝과 영역 중심점을 이용한 아무르불가사리의 개선된 특징 추출 기법)

  • Shin, Hyun-Deok;Chu, Ran-Heui
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.13 no.2
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    • pp.67-75
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    • 2013
  • Korea has developed coastal farming industry due to the environmental characteristics that its three sides are surrounded by sea. The damage of coastal farming industry caused by Asterias Amurensis with very strong reproductive rate and predaciousness has increased sharply every year. Moreover, Asterias Amurensis preys on living fish and shellfish and so the damage of fishermen is vern greater. In this paper, a method is proposed to extract effectively the features from the image of Asterias Amurensis acquired in the water. Because the proposed method extracts convex features using 6-directional scanning, it selects a fewer number of feature candidates than the conventional one. In addition, after selecting candidate concave points using the extracted convex features and centers of region, the final concave features are extracted. Due to the features of the starfish which lives in groups, individuals of the starfish in the input image are concentrated. Thus, it is significant to minimize the number of feature candidates extracted from the input image. The experimental results indicate an improvement of the proposed feature extraction method over the conventional one as evidenced by the fact that the feature extract was 88 % of the feature candidates.

Utilization of Legacy APs for Seamless Handover in a SDN Environment (네트워크 가상화 환경에서 끊김 없는 핸드오버를 위한 일반 AP 활용)

  • Lee, Hyung-Bong;Kwon, Ki-Hyeon
    • Journal of Digital Contents Society
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    • v.19 no.8
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    • pp.1545-1554
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    • 2018
  • In order to support the mobility of the wireless devices, at least two APs (Access Points) must be arranged in a single AP area to maintain communication area. In the WLAN (Wireless LAN) environment, seamless handover is one of the most important issues in terms of effective utilization of wireless networks and maximization of services for users. On the other hand, SDN (Software-Defined Networking), which is emerging rapidly in recent years, is revolutionizing network management in terms of flexibility, fine control, and convenience. SDN originally reduces latency time or increases network robustness by real-time flow table control reducing or bypassing paths between switches in LAN-based data centers. In this study, we apply OpenFlow, a SDN platform focused on wired LAN, to a dense WLAN environment using legacy APs to implement and evaluate seamless handover for streaming services of digital contents.

Cell-based Participant Management Model in Distributed Virtual Environment (셀분할 모델에 기반한 가상공간 다중참여자 관리기법)

  • 유석종
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2003.10a
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    • pp.527-531
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    • 2003
  • Previous researches on scalability problem of distributed virtual environment (DVE) have been mainly focused on spatial partitioning of area of interest (AOI). Congestion phenomena by avatar groups in AOI have been neglected relatively. However, AOI congestion is highly related to scalability of DVT because it exhausts system resources such as network bandwidth and rendering time, and could be a bar to perform collaboration among participants. In this paper, this will be defined as the problem that must be solved for the realization of the scalable DVE, and a model will be proposed to measure and control congestion situation in AOI. The purposes of the proposed model are to prevent high density of participants in AOI, and to protect stable collaboration in DVE. For evaluation of the performance it is compared with a previous method by defining the resource cost model which is dynamically activated to AOI congestion.

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Random Backoff Scheme of Emergency Warning Message for Vehicle-to-Vehicle Communications (차량 간 통신에서 충돌을 완화하기 위한 랜덤 백오프 방안)

  • Byun, Jae-Uk;Kwon, Sung-Oh
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.37 no.3B
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    • pp.165-173
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    • 2012
  • In this paper, we propose a random backoff scheme for Emergency Warning Messages (EWMs) in the vehicle-to-vehicle environment. The EWMs are disseminated from a vehicle that detects an emergency situation to other vehicles in a multi-hop fashion. Since the vehicle-to-vehicle communication based on IEEE 802.11 adapts CSMA/CA, the density of vehicles increase the probability of collisions between transmissions. Moreover, in the presence of background traffic, the EWM should have a higher priority than that of other messages in neighboring vehicles. To that end, we propose the Distant-Dependent Adaptive Backoff (DDAB) scheme, which set a different contention window for random backoff depending on the distance from the sender to the receiver. In the case when a vehicle is expected to located in the outskirts of the communication boundary, the proposed scheme makes the contention window size small in order to compete the background traffic transmission. Otherwise the contention window is set to a large number to reduce the collision possibility among the EWM transmissions. Via simulations, we show that the proposed scheme performs better than the previous schemes for EWM.

FTS (Facing Target Sputtering)장비를 이용한 알루미늄 무기산화막 박막에 관한 연구

  • Bang, Seung-Gyu;Lee, Dong-Uk;Bae, Gang;Kim, Hwa-Min;Son, Seon-Yeong;Jeong, Sang-Gwon
    • Proceedings of the Korean Vacuum Society Conference
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    • 2012.02a
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    • pp.169-169
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    • 2012
  • 현재 디스플레이 시장은 LCD (Liquid Crystal Display), PDP (Plasma Display Panel) 등과 같이 평판 디스플레이가 주류를 이루고 있으며 현재에는 기존의 디스플레이와는 달리 잘 휘어지고 높은 투과성을 가지는 플렉시블 디스플레이에 대한 연구가 활발히 진행 중이다. 하지만 이러한 플렉시블 디스플레이에 사용되는 플라스틱 기판의 경우 용제에 대한 화학적 저항성 및 기계적인 안정성이 취약한 점과 대기중의 수분이나 산소가 플라스틱 기판을 통하여 소자내로 침투하게 되어 금속전극을 산화시키거나 기포 또는 흑점 등과 같은 비 발광 영역이 확산되어 소자의 수명을 단축시키는 치명적인 단점을 가진다. 이에 본 실험에서는 고밀도 플라즈마 형성이 가능하고 저온공정이 가능한 FTS (Facing Target Sputtering) 장비를 이용하여 Polyethylene terephthalate (PET) 기판위에 낮은 수분 투과율 또는 산소 투과율을 갖는 양질의 무기 산화막을 적층하기 위해 저 투습도 및 기계적인 경도 향상을 위한 비 반응성 박막으로 $Al_20_3$층을 Ar분위기에서 증착하였고 그 위에 박막의 stress 감소, 유연성 향상을 위한 반응성 박막으로 Al을 Ar과 $O_2$를 비율별로 증착하여 비교 실험하였다. 이와 같이 제작된 무기산화막들을 Uv- spectrophotometer를 이용하여 광학적 특성을 조사한 결과 가시광 영역에서 모두 80% 이상의 높은 투과율을 나타내었으며, 그 외 XRD (X-ray Diffraction)를 사용하여 결정성을 확인, SEM (Scanning Electron Microscope), AFM (Atomic Force Microscope)을 이용하여 박막의 구조와 표면향상 및 표면조도를 측정한 결과 모든 박막에서 밀집도가 좋으며 거칠기가 작은 것으로 확인되었다. 마지막으로 수분 투과율(WVTR)을 알아보기 위해 Mocon (Permatran W3/31)장비를 이용하여 측정한 결과 $1.0{\sim}3.0{\times}10^{-3}g/m{\cdot}day$의 낮은 수분 투과율을 볼 수 있었다. 이러한 측정 결과로 볼 때 향후 FTS 장비를 이용하여 양질의 플라즈마를 형성하여 알루미늄 무기산화막을 이용한 고밀도 다층막을 형성하면 더욱 낮은 수분투과율을 갖는 가스차단막을 제작할 수 있을 것으로 보여지며 반도체 소자 및 디바이스의 Pachaging으로도 사용가능 할 것이라 사료된다. 본 연구는 한국산업기술진흥원에서 지원하는 2011년도 지역산업기술개발사업의 연구수행으로 인한 결과물임을 밝힙니다.

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Dense Sub-Cube Extraction Algorithm for a Multidimensional Large Sparse Data Cube (다차원 대용량 저밀도 데이타 큐브에 대한 고밀도 서브 큐브 추출 알고리즘)

  • Lee Seok-Lyong;Chun Seok-Ju;Chung Chin-Wan
    • Journal of KIISE:Databases
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    • v.33 no.4
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    • pp.353-362
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    • 2006
  • A data warehouse is a data repository that enables users to store large volume of data and to analyze it effectively. In this research, we investigate an algorithm to establish a multidimensional data cube which is a powerful analysis tool for the contents of data warehouses and databases. There exists an inevitable retrieval overhead in a multidimensional data cube due to the sparsity of the cube. In this paper, we propose a dense sub-cube extraction algorithm that identifies dense regions from a large sparse data cube and constructs the sub-cubes based on the dense regions found. It reduces the retrieval overhead remarkably by retrieving those small dense sub-cubes instead of scanning a large sparse cube. The algorithm utilizes the bitmap and histogram based techniques to extract dense sub-cubes from the data cube, and its effectiveness is demonstrated via an experiment.

A Study on Manufacture standardization of High Strength Concrete to Use Moderate Heat Portland Cement (벨라이트계 시멘트를 이용한 고강도 콘크리트 제조표준화에 관한 연구)

  • Park, Cheol;Kim, Dong-Suck;Um, Tai-Sun;Lee, Jong-Ryul
    • Proceedings of the Korea Concrete Institute Conference
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    • 2008.04a
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    • pp.665-668
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    • 2008
  • Recently the city construction and the concrete structures are more becoming extra weight and the efficient use of the space by the population intensively and follow in industrial intensive commerce and the residence commerce composition building which leads the high story of the building. Consequently the high rise of the building which space applies efficiently in objective which will increase continuously. Also with high rise of buildings durability it will be able to increase the life of the structure is emphasized and the concrete structure is demanding the more high strength.

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