• 제목/요약/키워드: Vision sensor

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Deep Learning Machine Vision System with High Object Recognition Rate using Multiple-Exposure Image Sensing Method

  • Park, Min-Jun;Kim, Hyeon-June
    • 센서학회지
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    • 제30권2호
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    • pp.76-81
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    • 2021
  • In this study, we propose a machine vision system with a high object recognition rate. By utilizing a multiple-exposure image sensing technique, the proposed deep learning-based machine vision system can cover a wide light intensity range without further learning processes on the various light intensity range. If the proposed machine vision system fails to recognize object features, the system operates in a multiple-exposure sensing mode and detects the target object that is blocked in the near dark or bright region. Furthermore, short- and long-exposure images from the multiple-exposure sensing mode are synthesized to obtain accurate object feature information. That results in the generation of a wide dynamic range of image information. Even with the object recognition resources for the deep learning process with a light intensity range of only 23 dB, the prototype machine vision system with the multiple-exposure imaging method demonstrated an object recognition performance with a light intensity range of up to 96 dB.

자동 표면 결함검사 시스템에서 Retro 광학계를 이용한 3D 깊이정보 측정방법 (Linear System Depth Detection using Retro Reflector for Automatic Vision Inspection System)

  • 주영복
    • 반도체디스플레이기술학회지
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    • 제21권4호
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    • pp.77-80
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    • 2022
  • Automatic Vision Inspection (AVI) systems automatically detect defect features and measure their sizes via camera vision. It has been populated because of the accuracy and consistency in terms of QC (Quality Control) of inspection processes. Also, it is important to predict the performance of an AVI to meet customer's specification in advance. AVI are usually suffered from false negative and positives. It can be overcome by providing extra information such as 3D depth information. Stereo vision processing has been popular for depth extraction of the 3D images from 2D images. However, stereo vision methods usually take long time to process. In this paper, retro optical system using reflectors is proposed and experimented to overcome the problem. The optical system extracts the depth without special SW processes. The vision sensor and optical components such as illumination and depth detecting module are integrated as a unit. The depth information can be extracted on real-time basis and utilized and can improve the performance of an AVI system.

미지형상 표면의 연삭 작업을 위한 로봇 제어ㆍ계측 시스템 개발 (Development of Robot Control and Measurement for Unknown Geometric Surface Grinding)

  • 최병오;박근우;이민기;이중훈
    • 대한기계학회논문집A
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    • 제24권4호
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    • pp.1039-1046
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    • 2000
  • This paper introduces the control and measurement of a double parallel robot manipulator applied for unknown geometric surface grinding. A measurement system is developed to recognize a grinding path by a vision camera and to observe a grinding load by a current sensor. With the measured fusion information, an intelligent controller identifies the unknown geometric surface and moves the robot along the grinding path with a constant grinding load.

AGV 시스템의 장애물 검출을 위한 고속 스테레오 영상처리 기법 (Fast Stereo Image Processing Method for Obstacle Detection of AGV System)

  • 전성재;조연상;박흥식
    • 한국정밀공학회:학술대회논문집
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    • 한국정밀공학회 2004년도 추계학술대회 논문집
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    • pp.454-457
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    • 2004
  • AGV for FMS must be detected an obstacle. Therefore, many studies have been advanced, and recently, the ultra sonic sensor is used for this. However, the new method has to be developed because the ultra-sonic-sensor has many problems as a noise in factory, an directional error and detection of the obstacle size. So, we study the fast stereo vision system that can give more information to obstacles for intelligent AGV system. For this, the simulated AGV system was made with two CCD cameras in front to get the stereo images, and the threshold process by color information (intensity and chromaticity) and structure stereo matching method were constructed.

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실린더 라이너 오일그루브 가공 로봇 시스템 개발 (Development of a grinding robot system for the oil groove of the engine cylinder liner)

  • 노태양;이윤식;정창욱;이지형;오용출
    • 대한기계학회:학술대회논문집
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    • 대한기계학회 2008년도 추계학술대회A
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    • pp.1075-1080
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    • 2008
  • An engine for marine propulsion and power generation consists of several cylinder liner-piston sets. And the oil groove is on the cylinder liner inside wall for the lubrication between a piston and cylinder. The machining process of oil groove has been carried by manual work so far, because of the diversity of the shape. Recently, we developed an automatic grinding robot system for oil groove machining of engine cylinder liners. It can covers various types of oil grooves and adjust its position by itself. The grinding robot system consists of a robot, a machining tool head, sensors and a control system. The robot automatically recognizes the cylinder liner's inside configuration by using a laser displacement sensor and a vision sensor after the cylinder liner is placed on a set-up equipment.

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옥외 환경 하에서의 이상영역 검출을 위한 시각 감시 시스템의 구축 (Vision Sensor System for Abnormal Region Detection under Outdoor Environment)

  • 서원찬
    • 센서학회지
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    • 제9권1호
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    • pp.61-69
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    • 2000
  • 본 연구에서는 옥외의 변화하는 환경 하에서의 시각 감시 시스템의 구축을 목적으로 복수의 처리모듈에 의한 능동적인 처리가 가능한 이상영역 검출의 알고리즘을 개발하였다. 또한 개발한 알고리즘의 특성 및 그 효과를 상승시키기 위하여 병렬처리 네트워크를 구성하였다. 실험을 통하여 개발 시스템이 옥외의 변화하는 환경 하에서 강건하면서 고성능으로 작용하는 것을 확인하였다.

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A STUDY ON PERCEPTION METHOD OF THE MARKING LOCATION FOR AN AUTOMATION OF BILLET MARKING PROCESSES

  • Park, Jin-Woo;Yook, Hyun-Ho;Boo, Kwang-Suck;Che, Woo-Seong
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 2004년도 ICCAS
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    • pp.1953-1957
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    • 2004
  • The machine vision has been applied to a number of industrial applications for quality control and automations to improve the manufacturing processes. In this paper, the automation system using the machine vision is developed, which is applicable to the marking process in a steel production process line. The working environment is very harsh to workers so that the automatic system in the steel industry is required increasingly. The developed automatic marking system consists of several mechanical and electrical elements such as the laser position detecting sensor system for a structured laser beam which is projected to the billet in order to detect the geometry of the billet. An image processing algorithm has been developed to percept the two center positions of a camera and a billet, respectively, and to align two centers. A series of experiments has been conducted to investigate the performance of the proposed algorithm. The results show that two centers of the camera and the billet could be detected very well and differences between two center positions could be also decreased via the proposed tracking algorithm.

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시각과 평형각이 융합된 다이나믹한 시각 시스템에 관한 연구 (A Study on Dynamically Visual System that Vision and Sense of Equilibrium are Fused)

  • 문용선;정남채
    • 한국정보통신학회논문지
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    • 제5권7호
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    • pp.1354-1360
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    • 2001
  • 카메라로 얻어진 화상을 근거로 계산된 속도분포를 시각정보로 이용하였으며, 이것으로부터 얻어진 대상물의 속도에 시선속도를 일치시켜 실험하였다. 즉 외란을 받은 환경에서도 안정된 화상을 얻기 위해서 외란이나 카메라 자체의 운동에 의해서 발생한 두부의 운동을 보상할 수 있는 눈의 운동이 필요하게 된다. 본 논문에서는 외란이 있는 환경에서 인간의 시선제어법 즉 시각과 평형각이 융합된 시선제어 알고리즘을 제안하고, 그에 대한 실험 결과에서 시각과 평형각이 융합된 시선제어가 시선제어만을 한 것과 비교하여 위치 편차가 적다는 것을 확인하였다. 이것은 카메라 받침대의 움직임이 각속도 센서에 의하여 보상되어 겉보기 속도가 적게 되어 속도의 추정오차도 적게 되는 효과가 있기 때문이었다.

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영상처리를 이용한 Mark 판독 기법에 관한 연구 (A Study on the Mark Reader Using the Image Processing)

  • 김승호;김범진;이용구;노도환
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 2000년도 제15차 학술회의논문집
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    • pp.83-83
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    • 2000
  • Recently, Vision system has being used all around industry. Sensor systems are used for Mark Reader, for example, optical scanning is proximity sensor system, have many disadvantages, such as, lacking user interface and difficulty to store original specimens. In contrast with this, Vision systems for Mark Reader has many advantages, including function conversion to achieve other work, high accuracy, high speed, etc. In this thesis, we have researched the development of Mark Reader by using a Vision system. The processing course of this s)'stem is consist to Image Pre-Processing such as noise reduction, edge detection, threshold processing. And then, we have carried out camera calibration to calibrate images which are acquired from camera. After searching for reference point within scanning area(60pixe1${\times}$30pixe1), we have calculated points crossing by using line equations. And then, we decide to each ROI(region of interest) which are expressed by four points. Next we have converted absolute coordinate into relative coordinate for analysis a translation component. Finally we carry out Mark Reading with images classified by six patterns. As a result of experiment which follows the algorithm has proposed, we have get error within 0.5% from total image.

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용접선 추적 비전장치를 이용한 원형-사각 파이프의 T형 조인트 레이저용접 (T-joint Laser Welding of Circular and Square Pipes Using the Vision Tracking System)

  • 손영일;박기영;이경돈
    • 한국레이저가공학회지
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    • 제12권1호
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    • pp.19-24
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    • 2009
  • Because of its fast and precise welding performance, laser welding is becoming a new excellent welding method. However, the precise focusing and robust seam tracking are required to apply laser welding to the practical fields. In order to laser weld a type of T joint like a circular pipe on a square pipe, which could be met in the three dimensional structure such as an aluminum space frame, a visual sensor system was developed for automation of focusing and seam tracking. The developed sensor system consists of a digital CCD camera, a structured laser, and a vision processor. It is moved and positioned by a 2-axis motorized stage, which is attached to a 6 axis robot manipulator with a laser welding head. After stripe-type structured laser illuminates a target surface, images are captured through the digital CCD camera. From the image, seam error and defocusing error are calculated using image processing algorithms which includes efficient techniques handling continuously changed image patterns. These errors are corrected by the stage off-line during welding or teaching. Laser welding of a circular pipe on a square pipe was successful with the vision tracking system by reducing the path positioning and de focusing errors due to the robot teaching or a geometrical variation of specimens and jig holding.

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