• Title/Summary/Keyword: Image Development Model

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Development and Evaluation of Automatic Pothole Detection Using Fully Convolutional Neural Networks (완전 합성곱 신경망을 활용한 자동 포트홀 탐지 기술의 개발 및 평가)

  • Chun, Chanjun;Shim, Seungbo;Kang, Sungmo;Ryu, Seung-Ki
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.17 no.5
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    • pp.55-64
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    • 2018
  • In this paper, we propose fully convolutional neural networks based automatic detection of a pothole that directly causes driver's safety accidents and the vehicle damage. First, the training DB is collected through the camera installed in the vehicle while driving on the road, and the model is trained in the form of a semantic segmentation using the fully convolutional neural networks. In order to generate robust performance in a dark environment, we augmented the training DB according to brightness, and finally generated a total of 30,000 training images. In addition, a total of 450 evaluation DB was created to verify the performance of the proposed automatic pothole detection, and a total of four experts evaluated each image. As a result, the proposed pothole detection showed robust performance for missing.

Development of Construction Information Management Module through the Use of Vector-Photo (벡터사진 활용을 통한 시공정보 관리모듈 개발)

  • Kim, Kyoon-Tai;Lim, Myung-Gu;Kim, Gu-Taek
    • Journal of the Korea Institute of Building Construction
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    • v.13 no.6
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    • pp.619-626
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    • 2013
  • Many pictures are taken at a construction site, but the information of the pictures is not managed in an efficient and systematic manner. For this reason, when a construction worker has scant field experience or knowledge, it is hard to communicate with others efficiently. Therefore, the information of the pictures taken is not fully utilized in any deliberation or conflict among interested parties, facilities maintenance, and construction of another structure, although they were taken for those purposes. This study discusses the need for combining vector-photos with image and 5W and 1H information, and develops a prototype module for creating vector-photos and saving them in a server. The vector-photos taken can be saved to a server in real time, and efficiently managed by a DB system. If a system to link the vector-photos with a BIM model is developed in the future, it is expected that the vector information in the picture can be connected with the property information of an object. As a result, the vector-photos can be utilized in more diverse ways.

Photography as a SuNeillant of the Society (사회 감시자로서의 사진)

  • Kim, Hyung-Gon
    • Korean journal of communication and information
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    • v.20
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    • pp.33-56
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    • 2003
  • The main purpose of this study is to understand social role of the photography. The photography makes the people do not deviate from social discipline. In this meaning, the photography is a surveillant of the society. Especially, this study examines the social role of the photography at the European society in 19th century. In order to accomplish the above purpose of this study, the oppressive and honorific functions of photography are investigated. The result of this study is described as follows. First, the surveillance through photography extends its areas to everyday life of the people. Second, the development of technology releated to photographic image produces new types of surveillance. Third, the photography presents the images of model persons and the photography makes the people follow this images.

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Development of Fire Detection Algorithm using Intelligent context-aware sensor (상황인지 센서를 활용한 지능형 화재감지 알고리즘 설계 및 구현)

  • Kim, Hyeng-jun;Shin, Gyu-young;Oh, Young-jun;Lee, Kang-whan
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2015.05a
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    • pp.93-96
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    • 2015
  • In this paper, we introduce a fire detection system using context-aware sensor. In existing weather and based on vision sensor of fire detection system case, acquired image through sensor of camera is extracting features about fire range as processing to convert HSI(Hue, Saturation, Intensity) model HSI which is color space can have durability in illumination changes. However, in this case, until a fire occurs wide range of sensing a fire in a single camera sensor, it is difficult to detect the occurrence of a fire. Additionally, the fire detection in complex situations as well as difficult to separate continuous boundary is set for the required area is difficult. In this paper, we propose an algorithm for real-time by using a temperature sensor, humidity, Co2, the flame presence information acquired and comparing the data based on multiple conditions, analyze and determine the weighting according to fire it. In addition, it is possible to differential management to intensive fire detection is required zone dividing the state of fire.

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Mobile Augmented Reality for Teaching Bar Placing (철근 배근 교육을 위한 증강현실 컨텐츠 개발)

  • Park, U-Yeol
    • Journal of the Korea Institute of Building Construction
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    • v.18 no.5
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    • pp.471-477
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    • 2018
  • The purpose of this study is to develop an mobile augmented reality for students to learn bar placing work, which is increasingly utilized in the construction field. In order to improve the understanding of the structural drawing, a structural drawing is used as a marker image, and an augmented reality is realized by superimposing a virtual 3D bar placing model that is placed according to the structural drawing on the screen. In addition to the 3D modeling, the contents are developed so as to help students to learn the interpretation method of 2D drawings, the development and splices of reinforcing steel, bar fabricating practice according to KCI structural concrete design code, and the process of bar placing. The results show that the augmented reality is positively evaluated in terms of interface style, perceived usefulness, perceived ease of use, perceived enjoyment, attitude toward using, and intention to use. The augmented reality is worth to be introduced because it has advantages of visualization and interaction in terms of education.

A Study on Software Dev. Project Management System Acquisition and Implementing on project site (SW개발 프로젝트 관리시스템 도입 및 적용사례에 대한 연구)

  • Jeon, Hyeong-Kweon;Park, Koo-Rack;Jung, Jin-Young
    • Journal of the Korea Society of Computer and Information
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    • v.20 no.5
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    • pp.91-98
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    • 2015
  • In this paper, we introduce PMS's main function and main effect which implemented medium and large scale software development project site, and we propose importance and improvement nacessity of PMS implementation. PMS's main functions are developed based on best practices which CMMI model and PMBOK. Also, each PMS has specialized unique function according to it's target industry area or related I.T solutions which has infra dependency. The effectiveness of PMS implementation on project site is seperated two types, one is qualitative effect, the other quantitative effect. Representative qualitative effects are improvement of enterprise's image and competency. Also representative quantitative effect is reduction of project management cost as a financial effect. As far as project size is increase, PMS's needs and necessariness will be increase, so we need to improve PMS;s function according to project management's global trend and software customer's requisition.

Sea Surface Cold Water near the Southeastern Coast of Korea: Wind Effect (한국(韓國) 남동해안(南東海岸)부근의 해표면(海表面) 냉수(冷水) : 바람의 영향(影響))

  • Byun, Sang-Kyung
    • 한국해양학회지
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    • v.24 no.3
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    • pp.121-131
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    • 1989
  • Cold water observed at sea surface near the southeastern coast of Korea in summers 1982 and 1983 was studied by using data of hydrography, sea level, wind and satellite image. In summer season when water column shows 3-layered structure a "full" upwelling occurs by southwesterly transient wind continuing for several days. During upwelling event, surface water of high temperature moved offshore, middle water of low temperature outcropped to the sea surface, and sea level was lowered, however, equilibrium depth of surface layer was not changed. It may be concluded that cold water at the surface originates from middle layer and strong surface front is a result of surfacing of seasonal thermocline. In order to see the relationship between position of surface front and wind input, a model of Csanady (1982) was applied in a rigid lid approximation. The results show that frontal position can be determined by wind input and water structure near the southeastern coast of Korea. Cold water in summer can appear at the sea surface only when there is wind larger than a minimum wind impulse of order $10m^2/sec$.

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A Study on the Rotational Motion Compensation Method for ISAR Imaging (ISAR 영상 형성을 위한 회전운동보상 기법 연구)

  • Kang, Byung-Soo;Bae, Ji-Hoon;Chung, Sung-Eun;Kim, Chan-Hong;Kim, Kyung-Tae
    • The Journal of Korean Institute of Electromagnetic Engineering and Science
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    • v.27 no.1
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    • pp.69-75
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    • 2016
  • In this paper, we propose a inverse synthetic aperture radar(ISAR) rotational motion compensation(RMC) method to remove residual blurring caused by non-uniform rotational motion of a target. First, a range bin having an isolated scatterer is selected. Next, polynomial phase signal in the selected range bin is estimated by using both Fourier transform(FT) and polynomial-phase transform(PPT). Finally, a new slow time variable that uniformly samples radar signal along the aspect angle directions is defined by using the estimated phase signal, and we interpolate radar signal in terms of the new time variable. As a result, rotational motion to blurr ISAR images is removed, and focused ISAR images are obtained. Simulation results using battleship model validate the robustness and effectiveness of our proposed RMC method.

A Study on the Development of Language Education Service Platform for Teaching Assistance Robots (교사도우미 로봇을 활용한 어학교육 서비스 플랫폼 구축방안 연구)

  • Yoo, Gab-Sang;Choi, Jong-Chon
    • Journal of Digital Convergence
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    • v.14 no.8
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    • pp.223-232
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    • 2016
  • This study focuses on the new teaching assistance robot platform and the cloud-based education service model to support the server. In the client area we would like to use the teacher assistant robot in elementary school classrooms to utilize the language education service platform. Emerging IoT technology will be adopted to provide a comfortable classroom environment and various media interfaces. Extensive precedent review and case study have been conducted to identify basic requirements of proposed service platform. Embedded system and technology for image recognition, speech recognition, autonomous movement, display, touch screen, IR sensor, GPS, and temperature-humidity sensor were extensively investigated to complete the service. Key findings of this paper are optimized service platform with cloud server system and possibilities of potential smart classroom with intelligent robot by adopting IoT and BIM technology.

Development of Agricultural Drought Assessment Approach Using SMAP Soil Moisture Footprints (SMAP 토양수분 이미지를 이용한 농업가뭄 평가 기법 개발)

  • Shin, Yongchul;Lee, Taehwa;Kim, Sangwoo;Lee, Hyun-Woo;Choi, Kyung-Sook;Kim, Jonggun;Lee, Giha
    • Journal of The Korean Society of Agricultural Engineers
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    • v.59 no.1
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    • pp.57-70
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    • 2017
  • In this study, we evaluated daily root zone soil moisture dynamics and agricultural drought using a near-surface soil moisture data assimilation scheme with Soil Moisture Active & Passive (SMAP, $3km{\times}3km$) soil moisture footprints under different hydro-climate conditions. Satellite-based LANDSAT and MODIS image footprints were converted to spatially-distributed soil moisture estimates based on the regression model, and the converted soil moisture distributions were used for assessing uncertainties and applicability of SMAP data at fields. In order to overcome drawbacks of the discontinuity of SMAP data at the spatio-temporal scales, the data assimilation was applied to SMAP for estimating daily soil moisture dynamics at the spatial domain. Then, daily soil moisture values were used to estimate weekly agricultural drought based on the Soil Moisture Deficit Index (SMDI). The Yongdam-dam and Soyan river-dam watersheds were selected for validating our proposed approach. As a results, the MODIS/SMAP soil moisture values were relatively overestimated compared to those of the TDR-based measurements and LANDSAT data. When we applied the data assimilation scheme to SMAP, uncertainties were highly reduced compared to the TDR measurements. The estimated daily root zone soil moisture dynamics and agricultural drought from SMAP showed the variability at the sptio-temporal scales indicating that soil moisture values are influenced by not only the precipitation, but also the land surface characteristics. These findings can be useful for establishing efficient water management plans in hydrology and agricultural drought.