• Title/Summary/Keyword: affine변환

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Affine Invariant Local Descriptors for Face Recognition (얼굴인식을 위한 어파인 불변 지역 서술자)

  • Gao, Yongbin;Lee, Hyo Jong
    • KIPS Transactions on Software and Data Engineering
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    • v.3 no.9
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    • pp.375-380
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    • 2014
  • Under controlled environment, such as fixed viewpoints or consistent illumination, the performance of face recognition is usually high enough to be acceptable nowadays. Face recognition is, however, a still challenging task in real world. SIFT(Scale Invariant Feature Transformation) algorithm is scale and rotation invariant, which is powerful only in the case of small viewpoint changes. However, it often fails when viewpoint of faces changes in wide range. In this paper, we use Affine SIFT (Scale Invariant Feature Transformation; ASIFT) to detect affine invariant local descriptors for face recognition under wide viewpoint changes. The ASIFT is an extension of SIFT algorithm to solve this weakness. In our scheme, ASIFT is applied only to gallery face, while SIFT algorithm is applied to probe face. ASIFT generates a series of different viewpoints using affine transformation. Therefore, the ASIFT allows viewpoint differences between gallery face and probe face. Experiment results showed our framework achieved higher recognition accuracy than the original SIFT algorithm on FERET database.

The Fractal Image Compression Based on the Wavelet Transform Using the SAS Techniques (SAS 기법을 이용한 웨이브릿 변환 기반 프랙탈 영상 압축)

  • 정태일;강경원;문광석;권기룡;류권열
    • Proceedings of the Korea Institute of Convergence Signal Processing
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    • 2000.08a
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    • pp.277-280
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    • 2000
  • 기존의 웨이브릿 기반 프랙탈 압축 방법은 전 영역에 대하여 최적의 정의역을 탐색하므로, 부호화 과정에서 많은 탐색시간이 소요되는 단점이 있다. 그래서 본 논문에서는 웨이브릿 변환영 역에서 SAS(Self Affine System) 기법을 이용한 웨이브릿 변환 기반 프랙탈 영상 압축 방법을 제안한다. 웨이브릿 변환영역에서 정의역과 치역을 구성하고, 각각의 정의역과 치역에 대해 모든 블록을 탐색하는 것이 아니라, 각 대역별로 공간적으로 같은 위치에 있는 블록을 정의역으로 선택한다. 이와 같이 웨이브릿 변환 영역에서 정의역 탐색과정이 필요 없는 SAS 프랙탈 영상 압축방법을 도입하여 부호화 과정에서 곱셈 계산량을 감소시켜 고속 부호화를 가능하게 하였고, 복호화 과정에서 각 레벨별로 서로 다른 스케일을 사용하여 화질을 개선하였다.

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Subband Affine Projection Adaptive Filter using Variable Step Size and Pipeline Transform (가변 적응상수와 파이프라인 변환을 이용한 부밴드 인접투사 적응필터)

  • Choi, Hun;Ha, Hong-Gon;Bae, Hyeon-Deok
    • Journal of the Institute of Electronics Engineers of Korea SP
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    • v.46 no.1
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    • pp.104-110
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    • 2009
  • In this paper, we suggest a new technique which employ the pipelined architecture for the implementation of the SAP adaptive filter using variable step size. According as SAP adaptive filter is sufficiently decomposed, a simplified SAP adaptive filter can be derived, and the weights of adaptive sub-filters can be updated by a simple formular without a matrix inversion. The convergence speed and the steady state error of the simplified SAP adaptive filter are improved by using variable step size. For practical implementation, the simplified SAP adaptive sub-filters are transformed by the pipeline technique.

Automated Geometric Correction based on Robust Estimation with Geostationary Weather Satellite Image (강인추정 기법에 기반한 정지궤도 기상위성영상의 자동 기하보정)

  • Lee, Tae-Yoon;Ahn, Myoung-Hwan;Oh, Hyun-Jong
    • Proceedings of the KSRS Conference
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    • 2007.03a
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    • pp.161-166
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    • 2007
  • Multi-functional Transport Satellite lR(MTSAT-lR)과 같은 정지궤도 기상위성의 지상 전처리 과정에는 영상위치보정(Image navigation and registration)이 포함된다. 영상위치보정은 위성 영상의 기하학적인 왜곡을 보정하는 과정이다. 랜드마크를 이용하는 영상위치보정 과정은 랜드마크 결정과 센서 모델 추정, 리샘플링(Resampling)의 세 가지 단계로 나눌 수 있다. MTSAT-1R의 High Resolution Image Data(HiRID)는 이미 영상위치보정이 수행되었지만, 기하학적인 오차가 남아있는 영상을 포함하기도 한다. 본 연구에서는 이런 기하학적인 오차를 제거하기 위해서 강인추정 기법에 기반한 기하보정을 수행하였다. 이태윤 등 (2005)은 강인추정 기법과 Direct Linear Transformation (DLT)에 기반한 오정합 판별 방법을 제안하였다. 이 판별 방법을 적용하여 추정된 DLT로 MTSAT-1R 영상의 기하보정을 수행한 결과에는 향상된 정확도로 기하보정 된 영상 뿐만 아니라 비교적 큰 오차를 포함하는 영상도 있었다. 이를 해결하기 위해서 본 연구에서는 강인추정 기법과 Affine 변환을 이용한 방법을 적용하였다. 본 연구에서는 기준 해안선에서 추출한 1,407개의 랜드마크와 8개의 MTSAT-1R 영상을 이용하였으며,강인추정 기법에 DLT를 적용한 방법과 Affine 변환을 적용한 방법으로 자동 기하보정을 수행하여 그 결과를 비교하였다. 또한 강인추정 기볍 중 RANSAC과 MSAC의 적용 결과를 비교하여 보았다. 그 결과,DLT로 기하보정 시,본 논문에서 제안된 방법이 강인추정 기법에 DLT를 적용한 방법 보다 더 좋은 성능을 보여주었다.

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Development of the Process of Coordinate Transformation of Local Datum Cadastral Map to the World Geodetic System - Using Adjusted Coordinate - (지적도면의 세계측지계 좌표변환 프로세스에 대한 연구 - 조정좌표의 활용을 통해서 -)

  • Yang, Chul Soo
    • Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography
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    • v.32 no.spc4_2
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    • pp.401-412
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    • 2014
  • This study is purposed on showing an effective process for coordinate transformation of cadastral maps, based on the local datum, in the World Geodetic System (WGS) for Cadastral Reform Project (CRP). The process follows three steps: coordinate adjustment, datum transformation and distortion modeling. The first procedure is that point coordinates on local datum has to be adjusted by those GPS observed point-to-point distances, using trilateration. Secondly, the adjusted coordinates need to be transformed to WGS by applying the Affine model, while the verification of the methodology is implemented under numerical experiments. To conduct this procedure, 195 points in the same coordinate origins in Seoul and 61 points in several different origins in Incheon are used in the estimation. As a result, there are less than 2cm coordinate differences between transformed coordinates and measured ones at everywhere. Also, it is remarkable that the transformation does not depend on either of the particular common points or the sizes of computed region. Therefore, this suggested methodology is expected to easily provide identifications and corrections for points-deviations for improved quality of the cadastral map by distortion modeling through CRP.

Statistical Analysis of the MSE for the MDPSAP Adaptive Filter (MPDSAP 적응필터를 위한 MSE의 통계적 해석)

  • Kim, Young-min;Choi, Hun
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2009.05a
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    • pp.883-887
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    • 2009
  • This paper presents a statistical analysis of the MSE of adaptation for the MPDSAP (Maximally polyphase decomposed Subband Affine Projection) algorithm for the an autoregressive (AR) inputs with P order. In subband structure, the Affine Projection (AP) algorithm is transformed to the Normalized Least Mean Square (NLMS) algorithm by applying the polyphase decomposition and the noble identity to the adaptive filter. And also, AR input can be pre-whitened by subband filtering with the Orthonormal Analysis Filters(OAF). In the subband structure, the pre-whitening of the AR(P) inputs provides simple and valid approximations for a statistical analysis of the MSE behaviors for the SAP adaptive filter.

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Understanding the properties of geometric figures through the linear transformation and its implication for school mathematics (일차변환 관점에서의 도형의 성질 이해 및 학교수학에의 시사점)

  • Hong, Gap-Ju
    • The Mathematical Education
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    • v.47 no.4
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    • pp.437-445
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    • 2008
  • On the basis of the meaning and general process of geometric proof through transformation concept and understanding the geometric properties of linear transformation, this study showed that the centroid of geometrical figure and certain properties of a parabola and an ellipse in school mathematics can be explained as a conservative properties through linear transformation. From an educational perspective, this is a good example of showing the process of how several existing individual knowledge can be reorganized by a mathematical concept. Considering the fact that mathematical usefulness of linear transformation can be revealed through an invariable and conservation concept, further discussion is necessary on whether the linear transformation map included in the former curriculum have missed its point.

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Enhancement of Spatial Resolution to Local Area for High Resolution Satellite Imagery (고해상도 위성영상을 위한 국소영역 공간해상도 향상 기법)

  • Kang, Ji-Yun;Kim, Ihn-Cheol;Kim, Jea-Hee;Park, Jong Won
    • Journal of the Institute of Electronics and Information Engineers
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    • v.50 no.4
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    • pp.137-143
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    • 2013
  • The high resolution satellite images are used in many fields such as weather observation, remote sensing, military facilities monitoring, cultural properties protection etc. Although satellite images are obtained in same satellite imaging system, the satellite images are degraded depending on the condition of hardware(optical device, satellite operation altitude, image sensor, etc.). Due to the fact that changing the hardware of satellite imaging system is impossible for resolution enhancement of these degraded satellite after launching a satellite, therefore the method of resolution enhancement with satellite images is necessary. In this paper the resolution is enhances by using a Super Resolution(SR) algorithm. The SR algorithm is an algorithm to enhance the resolution of an image by uniting many low resolution images, so an output image has higher resolution than using other interpolation methods. But It is difficult to obtain many images of the same area. Therefore, to solve this problem, we applied SR after by applying the affine and projection transform. As a results, we found that the images applied SR after affine and projection transform have higher resolution than the images only applied SR.

Development Robust Video Stabilization algorithm based Opticla Flow (Optical flow를 이용한 영상의 흔들림 보정 알고리듬 개발)

  • Cho, Gyeong-Rae;Doh, Deog-Hee;Kim, Hong-Yeob;Jin, Gwang-Ja;Kim, Do-Hyun
    • Journal of the Korean Society of Visualization
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    • v.17 no.3
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    • pp.66-69
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    • 2019
  • An image compensating algorithm with high-vibration movement is proposed, using optical flow and the Kalman Filter. The temporal motion vector field is calculated by Optical flow and suspicious vectors are removed or adjusted by the Gaussian interpolation method. The high-vibrated vector filled is stabilized by the Kalman filter. Lastly, compensated images are obtained by affine transformation. This proposed algorithm gives good compensated video images on high-vibration situations.