• Title/Summary/Keyword: Stereo Image Matching

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Improve Stereo Matching by considering the Characteristic Points of the Image and the Cost Function (영상의 특징점과 비용함수를 고려한 스테레오 정합개선)

  • Paik, Yaeung-Min;Choi, Hyun-Jun;Seo, Young-Ho;Kim, Dong-Wook
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.14 no.7
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    • pp.1667-1679
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    • 2010
  • This thesis proposes an adaptive variable-sized matching window method using the characteristic points of the image and a method to increase the reliability of the cross-consistency check to raise the correctness of the final disparity image. The proposed adaptive variable-sized window method segments the image with the color information, finds the characteristic points in each segmented image, and varies the size of the matching window according to the existence of the characteristic points inside the window. Also the proposed cross-consistency check method processes the two cases with the cost values corresponding to the best disparity and the second-best disparity: when the cost values themselves are too large and when the difference between the two cost values are too small. The two proposed methods were experimented with the four test images provided by the Middleburry site. As the results from the experiments, the proposed adaptive variable-sized matching window method decreased up to 18.2% of error ratio and the proposed cross-consistency check method increased up to 7.4% of reliability.

A Study on Urban Change Detection Using D-DSM from Stereo Satellite Data

  • Jang, Yeong Jae;Oh, Kwan Young;Lee, Kwang Jae;Oh, Jae Hong
    • Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography
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    • v.37 no.5
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    • pp.389-395
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    • 2019
  • Unlike aerial images covering small region, satellite data show high potential to detect urban scale geospatial changes. The change detection using satellite images can be carried out using single image or stereo images. The single image approach is based on radiometric differences between two images of different times. It has limitations to detect building level changes when the significant occlusion and relief displacement appear in the images. In contrast, stereo satellite data can be used to generate DSM (Digital Surface Model) that contain information of relief-corrected objects. Therefore, they have high potential for the object change detection. Therefore, we carried out a study for the change detection over an urban area using stereo satellite data of two different times. First, the RPC correction was performed for two DSMs generation via stereo image matching. Then, D-DSM (Differential DSM) was generated by differentiating two DSMs. The D-DSM was used for the topographic change detection and the performance was checked by applying different height thresholds to D-DSM.

A study on 3D restoration using disparity map matching of wavelet image (웨이블릿상의 disparity map 매칭을 이용한 3차원복원에 관한 연구)

  • 임양인;남궁재찬
    • Proceedings of the Korea Multimedia Society Conference
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    • 2003.11a
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    • pp.171-174
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    • 2003
  • 인간 시각이 감지하는 영상정보는 깊이정보가 있는 3차원형태의 정보이다. 이러한 영상정보를 획득하기 위해 2차원의 스테레오영상으로부터 3차원정보를 추출하는 방법이 연구되어왔다. 본 논문에서는 웨이블릿(wavelet) 영역에서의 영역기반 스테레오 매칭(stereo matching)을 통하여 3차원정보를 추출하고 복원하는 것을 제안한다.

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An Object Tracking Method using Stereo Images (스테레오 영상을 이용한 물체 추적 방법)

  • Lee, Hak-Chan;Park, Chang-Han;Namkung, Yun;Namkyung, Jae-Chan
    • Journal of the Institute of Electronics Engineers of Korea SP
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    • v.39 no.5
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    • pp.522-534
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    • 2002
  • In this paper, we propose a new object tracking system using stereo images to improve the performance of the automatic object tracking system. The existing object tracking system has optimum characteristics, but it requires a lot of computation. In the case of the image with a single eye, the system is difficult to estimate and track for the various transformation of the object. Because the stereo image by both eyes is difficult to estimate the translation and the rotation, this paper deals with the tracking method, which has the ability to track the image for translation for real time, with block matching algorithm in order to decrease the calculation. The experimental results demonstrate the usefulness of proposed system with the recognition rate of 88% in the rotation, 89% in the translation, 88% in various image, and with the mean rate of 88.3%.

Surface Rendering using Stereo Images

  • Lee, Sung-Jae;Lee, Jun-Young;Lee, Myoung-Ho;Kim, Jeong-Hoon
    • 제어로봇시스템학회:학술대회논문집
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    • 2001.10a
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    • pp.181.5-181
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    • 2001
  • This paper presents the method of 3D reconstruction of the depth information from the endoscopic stereo scopic images. After camera modeling to find camera parameters, we performed feature-point based stereo matching to find depth information. Acquired some depth information is finally 3D reconstructed using the NURBS(Non Uniform Rational B-Spline) algorithm. The final result image is helpful for the understanding of depth information visually.

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Volumetric Visualization using Depth Information of Stereo Images (스테레오 영상에서의 깊이정보를 이용한 3차원 입체화)

  • 이성재;김정훈;윤성원;최종주;이명호
    • 제어로봇시스템학회:학술대회논문집
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    • 2000.10a
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    • pp.541-541
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    • 2000
  • This paper Presents the method of 3D reconstruction of the depth information from the endoscopic stereo scopic images. After camera modeling to find camera parameters, we peformed feature-point based stereo matching to find depth information. Acquired some depth information is finally 3D reconstructed using the NURBS(Non Uniform Rational B-Spline) algorithm. The final result image is helpful for the understanding of depth information visually.

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Application of Stereo Vision for Shape Measurement of Free-form Surface using Shape-from-shading (자유곡면의 형상 측정에서 shape-from-shading을 접목한 스테레오 비전의 적용)

  • Yang, Young-Soo;Bae, Kang-Yul
    • Journal of the Korean Society of Manufacturing Process Engineers
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    • v.16 no.5
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    • pp.134-140
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    • 2017
  • Shape-from-shading (SFS) or stereo vision algorithms can be utilized to measure the shape of an object with imaging techniques for effective sensing in non-contact measurements. SFS algorithms could reconstruct the 3D information from a 2D image data, offering relatively comprehensive information. Meanwhile, a stereo vision algorithm needs several feature points or lines to extract 3D information from two 2D images. However, to measure the size of an object with a freeform surface, the two algorithms need some additional information, such as boundary conditions and grids, respectively. In this study, a stereo vision scheme using the depth information obtained by shape-from-shading as patterns was proposed to measure the size of an object with a freeform surface. The feasibility of the scheme was proved with an experiment where the images of an object were acquired by a CCD camera at two positions, then processed by SFS, and finally by stereo matching. The experimental results revealed that the proposed scheme could recognize the size and shape of freeform surface fairly well.

The matching algorithm with the satellite images using a dynamic triangular image warping method (동적 삼각형 영상 왜곡 보상 방법을 이용한 위성 영상 정합 알고리듬)

  • Jeon, Byung-Min;Lee, Heung-Jae;Lee, Kwae-Hi
    • Proceedings of the KIEE Conference
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    • 1998.07g
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    • pp.2209-2211
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    • 1998
  • This paper presents the matching algorithm with the satellite images using the image warping method. Two stereo images, which are used for the DEM(Digital Elevation Model) extraction, are generally distorted because the images are acquired at different locations and angles. Therefore, the matching Process can't be executed with the original images. To solve this problem, a dynamic triangular image warping method is proposed. At first, the initial matching is executed with seed point, and then, using the matched points from the initial matching, the distorted images is compensated. We experimented this algorithm with the parts of the $6000{\times}6000$ SPOT satellite images. The experiment results show this algorithm is superior to other warping algorithm.

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Implementation of Stereo Matching Algorithm using GPU (GPU를 이용한 스테레오 정합 알고리즘의 구현)

  • Choi, Hyun-Jun;Seo, Young-Ho;Kim, Dong-Wook
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.15 no.3
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    • pp.583-588
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    • 2011
  • In this paper, we propose an adaptive variable-sized matching window method using the characteristic points of the image and a method to increase the reliability of the cross-consistency check to raise the correctness of the final disparity image. The proposed adaptive variable-sized window method segments the image with the color information, finds the characteristic points inside the window. Also the proposed algorithm implement using a graphic processing unit(GPU). The GPU, we used in this paper is GeForce GTX296 (NVIDIA) and we can use programming based on CUDA. The calculation speed realizes a speed approximately 128 times faster than that of a CPU.

DEM Generation of Tidal Flat by the Area Based Matching Method Using Digital Aerial Stereo Images (디지털 입체 항공사진의 영역기반매칭법에 의한 갯벌 DEM 제작)

  • Lee, Hyo-Seong;Ahn, Ki-Weon;Kim, Duk-Jin
    • Journal of the Korean Association of Geographic Information Studies
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    • v.13 no.3
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    • pp.42-52
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    • 2010
  • The purpose of this study is to produce digital elevation model (DEM) in the Jebu tidal flat, one of the west coast of the Korean Peninsula, by means of photogrammetric techniques from aerial digital stereo-images. Produced DEM would be become the fundamental data for change detection of the sediment and erosion. To do so, epipolar line is established by relative orientation. Area-based matching is then carried out based on this line and matching size according to surface property of tidal flat after a classified image is produced from reflectance and texture of the surface. As the results, DEM generated by the proposed method showed subtle changes in height more precisely than DEM using the fixed matching size and DEM by the commercial S/W in the region, such as tidal flats having few level differences.