• 제목/요약/키워드: Sub-pixel Accuracy

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Measurements of Impervious Surfaces - per-pixel, sub-pixel, and object-oriented classification -

  • Kang, Min Jo;Mesev, Victor;Kim, Won Kyung
    • 대한원격탐사학회지
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    • 제31권4호
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    • pp.303-319
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    • 2015
  • The objectives of this paper are to measure surface imperviousness using three different classification methods: per-pixel, sub-pixel, and object-oriented classification. They are tested on high-spatial resolution QuickBird data at 2.4 meters (four spectral bands and three principal component bands) as well as a medium-spatial resolution Landsat TM image at 30 meters. To measure impervious surfaces, we selected 30 sample sites with different land uses and residential densities across image representing the city of Phoenix, Arizona, USA. For per-pixel an unsupervised classification is first conducted to provide prior knowledge on the possible candidate spectral classes, and then a supervised classification is performed using the maximum-likelihood rule. For sub-pixel classification, a Linear Spectral Mixture Analysis (LSMA) is used to disentangle land cover information from mixed pixels. For object-oriented classification several different sets of scale parameters and expert decision rules are implemented, including a nearest neighbor classifier. The results from these three methods show that the object-oriented approach (accuracy of 91%) provides more accurate results than those achieved by per-pixel algorithm (accuracy of 67% and 83% using Landsat TM and QuickBird, respectively). It is also clear that sub-pixel algorithm gives more accurate results (accuracy of 87%) in case of intensive and dense urban areas using medium-resolution imagery.

Low-Complexity Sub-Pixel Motion Estimation Utilizing Shifting Matrix in Transform Domain

  • Ryu, Chul;Shin, Jae-Young;Park, Eun-Chan
    • Journal of Electrical Engineering and Technology
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    • 제11권4호
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    • pp.1020-1026
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    • 2016
  • Motion estimation (ME) algorithms supporting quarter-pixel accuracy have been recently introduced to retain detailed motion information for high quality of video in the state-of-the-art video compression standard of H.264/AVC. Conventional sub-pixel ME algorithms in the spatial domain are faced with a common problem of computational complexity because of embedded interpolation schemes. This paper proposes a low-complexity sub-pixel motion estimation algorithm in the transform domain utilizing shifting matrix. Simulations are performed to compare the performances of spatial-domain ME algorithms and transform-domain ME algorithms in terms of peak signal-to-noise ratio (PSNR) and the number of bits per frame. Simulation results confirm that the transform-domain approach not only improves the video quality and the compression efficiency, but also remarkably alleviates the computational complexity, compared to the spatial-domain approach.

Sub-pixel Evaluation with Frequency Response Analysis

  • OKAMOTO Koji
    • 한국가시화정보학회:학술대회논문집
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    • 한국가시화정보학회 2001년도 Proceedings of 2001 Korea-Japan Joint Seminar on Particle Image Velocimetry
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    • pp.14-22
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    • 2001
  • The frequency responses on the sub-pixel evaluation technique were investigated using the Monte-calro Simulation technique. The frequency response by the FFT based cross-correlation gives very good results, however, the gain loss does exist for the small displacement, (less than 0.5 pixel). While, the no gain loss is observed in the Direct Cross-correlation, however, the sub-pixel accuracy was limited to be about 0.1 pixel, i.e., it could not detect the small displacement. To detect the higher accurate sub-pixel displacement, the gradient based technique is the best. For the small interrogation area (e.g., 4x4), only the gradient technique can detect the small displacement correctly.

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Centroid Methods에 의한 Sub-pixel 측정정확도 향상 (The Enhancements of Sub-pixel Measuring Accuracy by the Centroid Methods)

  • 강준묵;배상호
    • 한국측량학회지
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    • 제15권2호
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    • pp.245-252
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    • 1997
  • 디지털 카메라의 개발과 컴퓨터 프로세서의 발달은 수치영상 획득과 분석과정을 단순화시켜 수치사진측량의 실시간 처리를 가능케 하고 있다. 본 연구에서는 centroid기법을 이용한 상 측정 정확도의 향상을 위해 sub-pixel 측정시스템을 개발하고 이미지의 준 자동 측정을 실현하므로서 보다 효과적인 centroid측정기법과 이에 적합한 타겟의 형상을 결정할 수 있었다. 그리고 수치 영상의 기하학적 내부정확도 향상을 위해 Kodak DCS200 카메라의 렌즈 왜곡보정을 실시하므로서 비측정용 카메라의 단점을 보완할 수 있었다.

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PIV에서의 보간기법의 평가에 관한 연구 (A Study on the Evaluation of Interpolation Methods in PIV)

  • 최장운;조대한;최민선;이영호
    • Journal of Advanced Marine Engineering and Technology
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    • 제20권4호
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    • pp.90-100
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    • 1996
  • To maintain high spacial accuracy and rapid CPU time in interpolating data from grid to random position or inversely in PIV, proposed many technuques are compared and discussed mainly in terms of interpolating error and computing time. And artificial PIV atmosphere data is furnished by CFD result. First, for interpolation from grid to random position, multiquadric method gives the highest accuracy with the longest CPU time and Taylor series expansion methods give reasonable accuracy with less calculating load. Secondly, the sub-pixel resolution analysis in estimating the coordinates of the maximum correlation coefficients essential in the grey level correlation PIV reveal that 8-neighbours 2nd-order least square interpolation gives utmost accuracy in terms of the real flow conditions.

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PIV에서의 보간기법의 평가에 관한 연구 (A Study on the Evaluation of Interpolation Methods in PIV)

  • 최장운;조대환;최민선;이영호
    • Journal of Advanced Marine Engineering and Technology
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    • 제20권4호
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    • pp.412-412
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    • 1996
  • To maintain high spacial accuracy and rapid CPU time in interpolating data from grid to random position or inversely in PIV, proposed many technuques are compared and discussed mainly in terms of interpolating error and computing time. And artificial PIV atmosphere data is furnished by CFD result. First, for interpolation from grid to random position, multiquadric method gives the highest accuracy with the longest CPU time and Taylor series expansion methods give reasonable accuracy with less calculating load. Secondly, the sub-pixel resolution analysis in estimating the coordinates of the maximum correlation coefficients essential in the grey level correlation PIV reveal that 8-neighbours 2nd-order least square interpolation gives utmost accuracy in terms of the real flow conditions.

고해상도 화상처리를 통한 자동 변형률 측정의 정확도와 편의성 개선 (Improvement of the Accuracy and Conveniency in Automated Strain Measurement through High-Resolution Image Processing)

  • 김형종;최선철
    • 한국소성가공학회:학술대회논문집
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    • 한국소성가공학회 2006년도 제5회 박판성형 SYMPOSIUM
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    • pp.34-39
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    • 2006
  • An automated surface-strain measurement system, named ASIAS, was developed by using the image processing and stereo vision techniques in the previous studies by the corresponding author and his coworkers. This system has been upgraded mainly to improve the accuracy through image enhancement, sub-pixel measurement, surface smoothing, etc., since the first version was released. The present study has still more improved the convenience of users as well as the accuracy of measurement by processing high resolution images 8 mega pixels or more which can be easily obtained from a portable digital steal camera. It is proved that high resolution image processing greatly decreases the measurement error and gives strain data without considerable deterioration of accuracy even when the deformed grids to be measured and the master grids for camera calibration are captured together in the same image, making the whole process of strain measurement much simpler.

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Accurate depth extraction in 3D integral imaging using sub-pixel registration information

  • Hong, Kee-Hoon;Hong, Ji-Soo;Park, Jae-Hyeung;Lee, Byoung-Ho
    • 한국정보디스플레이학회:학술대회논문집
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    • 한국정보디스플레이학회 2009년도 9th International Meeting on Information Display
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    • pp.1350-1353
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    • 2009
  • Conventional depth extraction in integral imaging is based on the disparity information between the elemental images. Since the disparity is measured in pixel unit, however, the extracted depth is discrete, resulting in the quantization error. Moreover, the quantization error grows as the object depth increases, which limits the accuracy of the depth extraction for distant objects. In this paper, we propose a new method for depth extraction in integral imaging using sub-pixel registration information between subimages to obtain linear and accurate depth.

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6-Tap FIR 필터를 이용한 부화소 단위 움직임 추정을 통한 초해상도 기법 (Super-Resolution Algorithm by Motion Estimation with Sub-Pixel Accuracy using 6-Tap FIR Filter)

  • 권순찬;유지상
    • 한국통신학회논문지
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    • 제37권6A호
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    • pp.464-472
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    • 2012
  • 본 논문에서는 연속된 프레임을 갖는 영상의 프레임간 움직임 추정 기법을 응용하여 고해상도 영상을 생성하는 초해상도 기법을 제안한다. 단일 영상을 이용한 초해상도 기법의 경우 영상에서의 고주파 대역을 찾기 위해 확률 및 이산 웨이블릿 변환(discrete wavelet transform: DWT) 기반 등 다양한 방법이 제시되었으나, 연산에 사용할 수 있는 정보가 제한적이라는 문제가 존재한다. 이러한 문제를 해결하기 위해 연속된 프레임을 이용한 초해상도 기법이 다양하게 제안되었다. 연속 프레임 기반 초해상도 기법의 핵심인 입력 저해상도 영상 간 정합(registration)의 정확도는 초해상도 기법의 결과에 큰 영향을 갖는다. 본 논문에서는 영상 간 정합의 정확도를 높이기 위하여 6-tap FIR(finite impulse response) 필터를 부화소(sub-pixel) 단위의 정합에 사용한다. 실험을 통하여 제안하는 기법의 결과영상이 기존의 최단입점(nearest neighborhood), 이중선형(bi-linear), 고등차수(bi-cubic) 보간법 보다는 우수하고 DWT 기반의 초해상도 기법과는 비슷한 성능을 가진다는 것을 확인할 수 있었다.

Automatic Interior Orientation of Aerial Photographs with Model-free Condition

  • Cho, Seong-Ik;Kim, Kyoung-Ok
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2002년도 Proceedings of International Symposium on Remote Sensing
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    • pp.536-541
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    • 2002
  • This paper proposes an approach of automatically calculating the center location of fiducial marks up to sub-pixel accuracy with model-free condition. The conceptual model, composed of two assumptions, about general geometric property of fiducial area and fiducial mark is established. The proposed approach is primarily based on the strategy of calculating the center of symmetry and is composed of three steps of processing: (a) determining horizontal center of fiducial area, (b) locating center of a fiducial mark, and, (c) finally calculating the exact center up to sub-pixel accuracy. Evaluation with respect to RMK style marks and RC style ones shows that the proposed approach can be evaluated as robust one. However there are several images which can't be analyzed by the proposed approach.

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