• Title/Summary/Keyword: rotated object

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A Study on the Automatic Inspection System using Invariant Moments Algorithm with the Change of Size and Rotation

  • Lee, Yong-Jung;Lee, Yang-Beom;Jeong, Gi-Hwa
    • Proceedings of the Korean Institute of IIIuminating and Electrical Installation Engineers Conference
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    • 2004.05a
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    • pp.479-485
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    • 2004
  • The purpose of this study is to develop a practical image inspection system that could recognize it correctly, endowing flexibility to the productive field, although the same object for work will be changed in the size and rotated. In this experiment, it selected a fighter, rotating the direction from $30^{\circ}\;to\;45^{\circ}$ simultaneously while changing the size from 1/4 to 1/16, as an object inspection without using another hardware for exclusive image processing. The invariant moments, Hu has suggested, was used as feature vector moment descriptor. As a result of the experiment the image inspection system developed from this research was operated in real-time regardless of the chance of size and rotation for the object inspection, and it maintained the correspondent rates steadily above from 94% to 96%. Accordingly, it is considered as the flexibility can be considerably endowed to the factory automation when the image inspection system developed from this research is applied to the productive field.

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A Study on Worker Risk Reduction Methods using the Deep Learning Image Processing Technique in the Turning Process (선삭공정에서 딥러닝 영상처리 기법을 이용한 작업자 위험 감소 방안 연구)

  • Bae, Yong Hwan;Lee, Young Tae;Kim, Ho-Chan
    • Journal of the Korean Society of Manufacturing Process Engineers
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    • v.20 no.12
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    • pp.1-7
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    • 2021
  • The deep learning image processing technique was used to prevent accidents in lathe work caused by worker negligence. During lathe operation, when the chuck is rotated, it is very dangerous if the operator's hand is near the chuck. However, if the chuck is stopped during operation, it is not dangerous for the operator's hand to be in close proximity to the chuck for workpiece measurement, chip removal or tool change. We used YOLO (You Only Look Once), a deep learning image processing program for object detection and classification. Lathe work images such as hand, chuck rotation and chuck stop are used for learning, object detection and classification. As a result of the experiment, object detection and class classification were performed with a success probability of over 80% at a confidence score 0.5. Thus, we conclude that the artificial intelligence deep learning image processing technique can be effective in preventing incidents resulting from worker negligence in future manufacturing systems.

Rotated object recognition based on corner feature points in mobile environment (모바일 환경 응용을 위한 코너 특징점 기반의 회전 객체 검출)

  • Kim, Dae-Hwan;Piao, Jin-Chun;Kim, Shin-Dug
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2013.07a
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    • pp.23-26
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    • 2013
  • 최근 모바일 장치의 영상 데이터 처리 능력 확대와 더불어 사용자가 요구하는 다양한 영상 데이터의 효율적인 인식 기술 연구가 요구되어지고 있다. 모바일 환경은 고성능 PC 환경과 달리 저사양의 CPU와 메모리를 탑재하고 있어, 영상에서 원하는 객체를 인식하기 위한 기존의 방법론으로는 사용자 요구를 실시간으로 충족하기 어려운 부분이 존재한다. 이에 모바일 환경에 맞는 객체 인식 방법론의 개발이 요구된다. 모바일 환경에서 실시간으로 객체 인식을 하기 위하여, 본 논문에서는 객체 코너 정보를 이용한 Harris corner detector[1]로부터 객체의 특징점을 추출하고, 이를 바탕으로 하여 영상내의 객체 정보 인식 방법을 제안한다. 제안하는 방법에 의해, 입력 영상에서 객체의 코너 정보를 빠르게 추출, 기존 특징점과의 비교를 통하여 영상 내부의 객체 인식을 진행한다. 일반적으로, 회전된 특징점 객체의 정보는 객체의 회전 정도에 따라 코너 픽셀 색상 정보의 변화가 발생하게 된다. 특징점의 색상값은 객체의 회전 정도에 영향을 받아 주변의 픽셀값과 혼합되는 특성이 존재한다. 본 논문에서는 회전 변경된 픽셀 색상값의 영향을 분석하여, 회전된 객체의 특징점 추출 및 객체 검출에 반영하도록 하여, 영상 내부의 회전된 객체 검출의 수행에 효과적으로 이용될 수 있도록 한다. 특징점의 코너 정보를 이용하여 객체를 인식하는 것은, 객체의 인식률은 다소 감소하더라도 모바일 환경에서 계산량의 감소를 통한 실시간 활용이 가능하도록 한다. 이러한 특성은 저성능 CPU와 메모리에서도 회전된 객체의 인식을 수행할 수 있게 하는데 상당히 효과적이다.

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Three-dimensional Distortion-tolerant Object Recognition using Computational Integral Imaging and Statistical Pattern Analysis (집적 영상의 복원과 통계적 패턴분석을 이용한 왜곡에 강인한 3차원 물체 인식)

  • Yeom, Seok-Won;Lee, Dong-Su;Son, Jung-Young;Kim, Shin-Hwan
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.34 no.10B
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    • pp.1111-1116
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    • 2009
  • In this paper, we discuss distortion-tolerant pattern recognition using computational integral imaging reconstruction. Three-dimensional object information is captured by the integral imaging pick-up process. The captured information is numerically reconstructed at arbitrary depth-levels by averaging the corresponding pixels. We apply Fisher linear discriminant analysis combined with principal component analysis to computationally reconstructed images for the distortion-tolerant recognition. Fisher linear discriminant analysis maximizes the discrimination capability between classes and principal component analysis reduces the dimensionality with the minimum mean squared errors between the original and the restored images. The presented methods provide the promising results for the classification of out-of-plane rotated objects.

Development of an Equipment for measuring the MTF of Camera Phone Lenses (카메라폰 렌즈의 MTF 측정장치 개발)

  • Hong, Sung-Mok;Jo, Jae-Heung;Lee, Yun-Woo;Lee, Hoi-Yon;Yang, Ho-Soon;Lee, In-Won
    • Korean Journal of Optics and Photonics
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    • v.18 no.1
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    • pp.31-36
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    • 2007
  • In order to evaluate the performance of phone camera lenses, we have developed equipment for measuring the modulation transfer function(MTF) for small size lenses. The equipment is composed of an an image analyzer, object generator, and a lens mount. The object generator is rotated for on and off-axis measurement. The lens mount is of horizontal type and tiltable for precise alignment to the optical axis. After the initial alignment process, the measurement is done within 10 seconds automatically

Determination of Object Position for Crane Automation (크레인 자동화를 위한 물체 좌표인식)

  • 박병석;권달안;김성현;윤지섭;노성기;정용만;정용만
    • Proceedings of the Korean Society of Precision Engineering Conference
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    • 1995.10a
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    • pp.1129-1132
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    • 1995
  • Recently, the concept of automation is widely in shipping and unloading materials using the overhead crane for the enhanced productivity. In this regards, we designed an overhead crane that can be operated by operated by computer control system and installed this system at KAERI. In this paper, we introduce algorithms to find the 3D position, diameter, width, and rotated angle of objects such as drum, coil, and container. And the performance of the presented algorithms is tested using drum and container. The result will be useful for positoning grapple device such as spreader to objects in order to automatically grasp them.

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Three-Dimensional Measurement of Moving Surface Using Circular Dynamic Stereo

  • Lee, Man-Hyung;Hong, Suh-Il
    • 제어로봇시스템학회:학술대회논문집
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    • 2001.10a
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    • pp.101.3-101
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    • 2001
  • By setting a refractor with a certain angle against the optical axis of the CCD camera lens, the image of a measuring point recorded on the image plane is displaced by the corresponding amounts related to the distance between the camera and the measuring point. When the refractor that keeps the angle against the optical axis is rotated physically at high speed during the exposure of the camera, the image of a measuring point draws an annular streak. Since the size of the annular streak is inversely proportional to the distance between the camera and the measuring point, the 3D position of the measuring point can be obtained by processing the streak. In this paper, for one of the applications of our system, the measurement of a moving surface is introduced. In order to measure the moving surface, multi laser spots are projected on the surface of object. Each position of ...

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A study on the transient characteristics in Single-phase Line-start Permanent Magnet (단상 유도동기 전동기(LSPM)의 과도 특성에 관한 연구)

  • Jung, Dae-Sung;Lee, Ju;Ree, Cheol-Jick
    • Proceedings of the KIEE Conference
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    • 2006.07b
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    • pp.631-632
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    • 2006
  • This paper is written by research for the transient characteristics of the Single-phase Line-start permanent Magnet. The Single-phase Line-start permanent Magnet is most likely to substitute for Single-phase Induction Motor which is used about many appliance currently, because that has good points. For example, It has a Line-start of ability and a High-efficiency. And it need not power convergence device. The rotor of The Single-phase Line-start permanent Magnet has cage-bar with permanent magnet. This motor is started by cage-bar. When it entered synchronous condition, the rotor is rotated by the permanent magnet. But the design of the permanent magnet is very important, because the breaking torque of the permanent magnet interrupt to start a rotor. Finally, if Flux Barrier is not concerned, we do not get result of our object. Therefore this thesis is concerned about Flux Barrier.

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The Sequential GHT for the Efficient Pattern Recognition (효율적 패턴 인식을 위한 순차적 GHT)

  • 김수환;임승민;이규태;이태원
    • Journal of the Korean Institute of Telematics and Electronics B
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    • v.28B no.5
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    • pp.327-334
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    • 1991
  • This paper proposes an efficient method of implementing the generalized Hough transform (GHT), which has been hindered by an excessive computing load and a large memory requirement. The conventional algorithm requires a parameter space of 4 dimensions in detection a rotated, scaled, and translated object in an input image. Prior to the application of GHT to the input image, the proposed method determines the angle of rotation and the scaling factor of the test image using the proportion of the edge components between the reference image and test image. With the rotation angle and the scaling factor already determined, the parameter spaceis to be reduced to a simple array of 2 dimensions by applying the unit GHT only one time. The experiments with the image of airplanes reveal that both of the computing time and the requires memory size are reduced by 95 percent, without any degradatationof accuracy, compared with the conventional GHT algorithm.

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Fast Computation of Zernike Moments Using Three Look-up Tables

  • Kim, Sun-Gi;Kim, Whoi-Yul;Kim, Young-Sum;Park, Chee-Hang
    • Journal of Electrical Engineering and information Science
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    • v.2 no.6
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    • pp.156-161
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    • 1997
  • Zernike moments have been one of the most commonly used feature vectors for recognizing rotated patterns due to its rotation invariant characteristics. In order to reduce its expensive computational cost, several methods have been proposed to lower the complexity. One of the methods proposed by mukundan and K. R. Ramakrishnan[1], however, is not rotation invariant. In this paper, we propose another method that not only reduces the computational cost but preserves the rotation invariant characteristics. In the experiment, we compare our method with others, in terms of computing time and the accuracy of moment feature at different rotational angle of an object in image.

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