• 제목/요약/키워드: vision-based method

검색결과 1,447건 처리시간 0.029초

다중 스펙트럼 머신비전 응용을 위한 CUDA SURF 기반의 영상 정렬 기법 (Image alignment method based on CUDA SURF for multi-spectral machine vision application)

  • 맹형열;김진형;고윤호
    • 한국멀티미디어학회논문지
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    • 제17권9호
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    • pp.1041-1051
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    • 2014
  • In this paper, we propose a new image alignment technique based on CUDA SURF in order to solve the initial image alignment problem that frequently occurs in machine vision applications. Machine vision systems using multi-spectral images have recently become more common for solving various decision problems that cannot be performed by the human vision system. These machine vision systems mostly use markers for the initial image alignment. However, there are some applications where the markers cannot be used and the alignment techniques have to be changed whenever their markers are changed. In order to solve these problems, we propose a new image alignment method for multi-spectral machine vision applications based on SURF extracting image features without depending on markers. In this paper, we propose an image alignment method that obtains a sufficient number of feature points from multi-spectral images using SURF and removes outlier iteratively based on a least squares method. We further propose an effective preliminary scheme for removing mismatched feature point pairs that may affect the overall performance of the alignment. In addition, we reduce the execution time by implementing the proposed method using CUDA based on GPGPU in order to guarantee real-time operation. Simulation results show that the proposed method is able to align images effectively in applications where markers cannot be used.

자율주행 모바일 역진자의 비주얼서보잉에 대한 연구 (A Study on the Visual Servoing of Autonomous Mobile Inverted Pendulum)

  • 이준민;이장명
    • 제어로봇시스템학회논문지
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    • 제19권3호
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    • pp.240-247
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    • 2013
  • This paper proposes an optimal three-dimensional coordinate implementation of the vision sensor using two CCD cameras. The PBVS (Position based visual servoing) is implemented using the positional information obtained from images. Stereo vision by PBVS method that has enhanced every frame using calibration parameters is effective in the distance calculation. The IBVS (Image based visual servoing) is also implemented using the difference between reference and obtained images. Stereo vision by IBVS method calculates the distance using rotation angle of motors that correspond eyes and neck without enhanced images. The PBVS method is compared with the IBVS method in terms of advantages, disadvantages, computing time, and performances. Finally, the IBVS method is applied for the dual arm manipulator on the mobile inverted pendulum. The autonomous mobile inverted pendulum is successfully demonstrated using the center of the manipulator's mass.

Identification of structural systems and excitations using vision-based displacement measurements and substructure approach

  • Lei, Ying;Qi, Chengkai
    • Smart Structures and Systems
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    • 제30권3호
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    • pp.273-286
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    • 2022
  • In recent years, vision-based monitoring has received great attention. However, structural identification using vision-based displacement measurements is far less established. Especially, simultaneous identification of structural systems and unknown excitation using vision-based displacement measurements is still a challenging task since the unknown excitations do not appear directly in the observation equations. Moreover, measurement accuracy deteriorates over a wider field of view by vision-based monitoring, so, only a portion of the structure is measured instead of targeting a whole structure when using monocular vision. In this paper, the identification of structural system and excitations using vision-based displacement measurements is investigated. It is based on substructure identification approach to treat of problem of limited field of view of vision-based monitoring. For the identification of a target substructure, substructure interaction forces are treated as unknown inputs. A smoothing extended Kalman filter with unknown inputs without direct feedthrough is proposed for the simultaneous identification of substructure and unknown inputs using vision-based displacement measurements. The smoothing makes the identification robust to measurement noises. The proposed algorithm is first validated by the identification of a three-span continuous beam bridge under an impact load. Then, it is investigated by the more difficult identification of a frame and unknown wind excitation. Both examples validate the good performances of the proposed method.

영상 기반 로붓 제어 시스템을 위한 벡터 양자화 최적 퍼지 시스템 설계 (A Design of Vector Quantization Optimal Fuzzy Systems for Vision-Based Robot Control Systems)

  • 김영중;김영락;김범수;임묘택
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2003년도 하계학술대회 논문집 D
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    • pp.2447-2449
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    • 2003
  • In this paper, optimal fuzzy systems using vector quantization and fuzzy logic controllers are designed for vision-based robot control systems. The complexity of the optimal fuzzy system for vision-based control systems is so great that it can not be applied to real vision-based control systems or it can not be useful, because there are so many input-output pairs. Therefore, we generally use the clustering of input-output pairs, in order to reduce the complexity of optimal fuzzy systems. To increase the effectiveness of the clustering, a vector quantization clustering method is proposed. In order to verify the effectiveness of the proposed method experimentally, it is applied to a vision-based arm robot control system.

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시나리오기반 IT 미래전략연구의 공학적 접근법 (Scenario based Information Technology Future Strategy approach to Engineering)

  • 류동현;박정용;이우진
    • 한국정보통신학회논문지
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    • 제14권10호
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    • pp.2171-2179
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    • 2010
  • 전세계 국가는 21세기 메가 트렌드인 기술 융합(Technology Convergence) 추세에 발 맞춰 정보통신(IT)분야 미래비전 및 전략수립에 몰두하고 있다. 그리고, 자국의 국부 증대 및 신산업 창출을 위해 WWRF (Wireless World Research Forum), AmI (Ambient Intelligence), and mITF (mobile IT Forum)등의 공학적 시나리오를 기반으로 한 연구를 하고 있다. 하지만 국내의 경우 비전연구 및 전략수립에 대한 연구가 초보단계로 미래전략 수립에 능동적으로 대처하기에는 미흡하다는 지적이다. 따라서, 본 논문에서는 시나리오 기법을 활용한 선진국의 공학적인 미래전략연구 사례를 분석하고, 공학적인 시나리오 비전연구 방법을 제시한다.

Multi-point displacement monitoring of bridges using a vision-based approach

  • Ye, X.W.;Yi, Ting-Hua;Dong, C.Z.;Liu, T.;Bai, H.
    • Wind and Structures
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    • 제20권2호
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    • pp.315-326
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    • 2015
  • To overcome the drawbacks of the traditional contact-type sensor for structural displacement measurement, the vision-based technology with the aid of the digital image processing algorithm has received increasing concerns from the community of structural health monitoring (SHM). The advanced vision-based system has been widely used to measure the structural displacement of civil engineering structures due to its overwhelming merits of non-contact, long-distance, and high-resolution. However, seldom currently-available vision-based systems are capable of realizing the synchronous structural displacement measurement for multiple points on the investigated structure. In this paper, the method for vision-based multi-point structural displacement measurement is presented. A series of moving loading experiments on a scale arch bridge model are carried out to validate the accuracy and reliability of the vision-based system for multi-point structural displacement measurement. The structural displacements of five points on the bridge deck are measured by the vision-based system and compared with those obtained by the linear variable differential transformer (LVDT). The comparative study demonstrates that the vision-based system is deemed to be an effective and reliable means for multi-point structural displacement measurement.

비전정보와 캐드DB 매칭을 통한 웹 기반 금형 판별 시스템 개발 (Development of Web Based Mold Discrimination System using the Matching Process for Vision Information and CAD DB)

  • 최진화;전병철;조명우
    • 한국공작기계학회논문집
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    • 제15권5호
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    • pp.37-43
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    • 2006
  • The target of this study is development of web based mold discrimination system by matching vision information with CAD database. The use of 2D vision image makes possible speedy mold discrimination from many databases. The image processing such as preprocessing, cleaning is done for obtaining vivid image with object information. The web-based system is a program which runs to exchange messages between a server and a client by making of ActiveX control and the result of mold discrimination is shown on web-browser. For effective feature classification and extraction, signature method is used to make sensible information from 2D data. As a result, the possibility of proposed system is shown as matching feature information from vision image with CAD database samples.

Force monitoring of steel cables using vision-based sensing technology: methodology and experimental verification

  • Ye, X.W.;Dong, C.Z.;Liu, T.
    • Smart Structures and Systems
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    • 제18권3호
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    • pp.585-599
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    • 2016
  • Steel cables serve as the key structural components in long-span bridges, and the force state of the steel cable is deemed to be one of the most important determinant factors representing the safety condition of bridge structures. The disadvantages of traditional cable force measurement methods have been envisaged and development of an effective alternative is still desired. In the last decade, the vision-based sensing technology has been rapidly developed and broadly applied in the field of structural health monitoring (SHM). With the aid of vision-based multi-point structural displacement measurement method, monitoring of the tensile force of the steel cable can be realized. In this paper, a novel cable force monitoring system integrated with a multi-point pattern matching algorithm is developed. The feasibility and accuracy of the developed vision-based force monitoring system has been validated by conducting the uniaxial tensile tests of steel bars, steel wire ropes, and parallel strand cables on a universal testing machine (UTM) as well as a series of moving loading experiments on a scale arch bridge model. The comparative study of the experimental outcomes indicates that the results obtained by the vision-based system are consistent with those measured by the traditional method for cable force measurement.

스테레오 비젼에 기반한 6축 로봇의 위치 결정에 관한 연구 (Position Control of Robot Manipulator based on stereo vision system)

  • 조환진;박광호;기창두
    • 한국정밀공학회:학술대회논문집
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    • 한국정밀공학회 2001년도 춘계학술대회 논문집
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    • pp.590-593
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    • 2001
  • In this paper we describe the 6-axes robot's position determination using a stereo vision and an image based control method. When use a stereo vision, it need a additional time to compare with mono vision system. So to reduce the time required, we use the stereo vision not image Jacobian matrix estimation but depth estimation. Image based control is not needed the high-precision of camera calibration by using a image Jacobian. The experiment is executed as devide by two part. The first is depth estimation by stereo vision and the second is robot manipulator's positioning.

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사장재 케이블 형태를 이용하여 케이블 장력을 추정하는 영상기반 방법 (Vision-based Method for Estimating Cable Tension Using the Stay Cable Shape)

  • 김진수;박재봉;이덕근;박동욱;김성완
    • 한국구조물진단유지관리공학회 논문집
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    • 제28권1호
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    • pp.98-106
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    • 2024
  • 건설 기술과 해석 도구의 발전으로 인해 최근에는 점점 더 많은 사장교가 설계되고 건설되었다. 케이블은 사장교의 주요한 하중을 전달하는 부재이며 일반적으로 전체 교량 시스템의 상태를 반영하는 데 가장 중요한 역할을 한다. 이 연구에서는 원거리에 위치한 사장재 케이블의 장력을 추정하기 위하여 영상기반 방법을 적용하였다. 영상기반 방법을 이용하여 케이블의 응답을 측정하기 위해서는 케이블에 특이점 또는 타겟의 설치가 필요하다. 그러나 측정하고자 하는 지점의 위치에 따라 케이블에 특이점이 존재하지 않을 수 있으며 또한 케이블에 타겟의 설치가 어려울 수 있는 한계가 존재한다. 따라서 기존의 영상기반 방법의 한계를 극복하여 케이블 응답을 측정하는 방법이 필요하다. 이 연구에서는 케이블 형태의 특징을 이용하여 케이블 응답을 측정하는 방법을 제시하였다. 제시된 방법은 획득된 이미지에서 케이블 형태를 추출하였으며 추출된 케이블 형태의 중심을 산정하여 케이블 응답을 측정하였다. 측정된 응답을 이용하여 진동모드에 대한 고유진동수들을 추출하였으며 진동법에 적용하여 장력을 추정하였다. 영상기반 방법의 신뢰성을 확인하기 위해 공용 중인 화태대교에서 케이블 이미지를 상시진동 조건에서 획득하였다. 영상기반 방법을 이용하여 진동법에 적용하여 추정된 장력은 가속도 센서를 이용하여 추정된 장력과 1% 이내의 오차로 이 연구에서 제시된 방법의 신뢰성을 확인할 수 있었다.