• 제목/요약/키워드: multi-scale representation

검색결과 43건 처리시간 0.021초

유사 가버 특징에 기반한 텍스쳐 분류 (Texture Classification Based on Gabor-like Feature)

  • 손지훈;김성영
    • 한국정보전자통신기술학회논문지
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    • 제10권2호
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    • pp.147-153
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    • 2017
  • 텍스쳐를 효과적으로 표현하는 것은 컴퓨터 비전 분야에서 매우 중요한 과정이다. 효과적인 텍스쳐 표현을 통해 텍스쳐 분류나 텍스쳐 분할 등의 처리 성능을 향상시킬 수 있다. 가버 필터는 텍스쳐 표현을 위해 오랫동안 사용된 다해상도 스케일 기반의 방법이다. 가버 필터는 텍스쳐 분류나 분할에 높은 성능을 제공한다. 그러나 처리 과정의 연산량으로 인해 처리 시간이 매우 많이 소요되어 실제 응용에서는 사용하기 어려운 문제가 있다. 본 논문에서는 가버 필터와 유사하게 다해상도 스케일 기반으로 텍스쳐를 표현할 수 있는 새로운 특징 표현 방법을 제안한다. 제안한 방법은 주파수 공간에서 방향과 스케일을 기반으로 다해상도 스케일 기반으로 텍스쳐를 표현한다. 2가지 실험 영상 집합에 대해 분류 실험을 수행하여 제안한 특징의 유용성을 확인하였다. 가버 필터와 유사한 분류 성능을 제공하면서 처리 속도는 가버 필터의 5%이하로 줄일 수 있는 것을 확인하였다.

A biologically inspired model based on a multi-scale spatial representation for goal-directed navigation

  • Li, Weilong;Wu, Dewei;Du, Jia;Zhou, Yang
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제11권3호
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    • pp.1477-1491
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    • 2017
  • Inspired by the multi-scale nature of hippocampal place cells, a biologically inspired model based on a multi-scale spatial representation for goal-directed navigation is proposed in order to achieve robotic spatial cognition and autonomous navigation. First, a map of the place cells is constructed in different scales, which is used for encoding the spatial environment. Then, the firing rate of the place cells in each layer is calculated by the Gaussian function as the input of the Q-learning process. The robot decides on its next direction for movement through several candidate actions according to the rules of action selection. After several training trials, the robot can accumulate experiential knowledge and thus learn an appropriate navigation policy to find its goal. The results in simulation show that, in contrast to the other two methods(G-Q, S-Q), the multi-scale model presented in this paper is not only in line with the multi-scale nature of place cells, but also has a faster learning potential to find the optimized path to the goal. Additionally, this method also has a good ability to complete the goal-directed navigation task in large space and in the environments with obstacles.

액상분말 디스플레이소자의 계조표현을 위한 구동방식 개발 (Development of Drive Method for Gray scale Representation by Liquid Powder Display Panel)

  • 최규석
    • 한국인터넷방송통신학회논문지
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    • 제9권1호
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    • pp.47-52
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    • 2009
  • 전자종이를 구현하는 여러 가지 기술이 제안되어 연구되고 있으나 아직까지는 전자종이로서의 완전한 요구를 충족시키지 못하고 있다. 본 연구의 주요 목표는 종이 인쇄물과 기존의 디스플레이 매체를 대신할 수 있는 새로운 표시소자인 전자종이(e-paper)의 구동조건 및 계조 표현 방법을 개발하는 것이다. 이를 위해 상판 및 하판 분리 충전방식으로 제작된 액상분말 디스플레이 소자를 위한 구동회로 설게 및 셀단위 계조표현이 가능한다 채널 구동 장치를 개발하였으며, 연구내용을 바탕으로 액상분말 디스플레이 소자의 특성을 개선할 수 있는 방향을 제시하였다.

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NETWORK DESIGN AND PREPROCESSING FOR MULTI-SCALE SPHERICAL BASIS FUNCTION REPRESENTATION

  • Oh, Hee-Seok;Kim, Dong-Hoh
    • Journal of the Korean Statistical Society
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    • 제36권2호
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    • pp.209-228
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    • 2007
  • Given scattered surface air temperatures observed by a network of weather stations, it is an important problem to estimate the entire temperature field for every location on the globe. Recently, a multi-scale spherical basis function (SBF) representation was proposed by Li (1999) for representing scattered data on the sphere. However, for a successful application of Li (1999)'s method, some practical issues such as network design, bandwidth selection of SBFs and initial coefficients are to be resolved. This paper proposes automatic procedures to design network and to select bandwidths. This paper also considers a preprocessing problem to obtain a stable initial coefficients from scattered data. Experiments with real temperature data demonstrate the promising empirical properties of the proposed approaches.

Multiscale Implicit Functions for Unified Data Representation

  • Yun, Seong-Min;Park, Sang-Hun
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제5권12호
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    • pp.2374-2391
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    • 2011
  • A variety of reconstruction methods has been developed to convert a set of scattered points generated from real models into explicit forms, such as polygonal meshes, parametric or implicit surfaces. In this paper, we present a method to construct multi-scale implicit surfaces from scattered points using multiscale kernels based on kernel and multi-resolution analysis theories. Our approach differs from other methods in that multi-scale reconstruction can be done without additional manipulation on input data, calculated functions support level of detail representation, and it can be naturally expanded for n-dimensional data. The method also works well with point-sets that are noisy or not uniformly distributed. We show features and performances of the proposed method via experimental results for various data sets.

Multi-scale model for coupled piezoelectric-inelastic behavior

  • Moreno-Navarro, Pablo;Ibrahimbegovic, Adnan;Damjanovic, Dragan
    • Coupled systems mechanics
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    • 제10권6호
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    • pp.521-544
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    • 2021
  • In this work, we present the development of a 3D lattice-type model at microscale based upon the Voronoi-cell representation of material microstructure. This model can capture the coupling between mechanic and electric fields with non-linear constitutive behavior for both. More precisely, for electric part we consider the ferroelectric constitutive behavior with the possibility of domain switching polarization, which can be handled in the same fashion as deformation theory of plasticity. For mechanics part, we introduce the constitutive model of plasticity with the Armstrong-Frederick kinematic hardening. This model is used to simulate a complete coupling of the chosen electric and mechanics behavior with a multiscale approach implemented within the same computational architecture.

A robust Correlation Filter based tracker with rich representation and a relocation component

  • Jin, Menglei;Liu, Weibin;Xing, Weiwei
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제13권10호
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    • pp.5161-5178
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    • 2019
  • Correlation Filter was recently demonstrated to have good characteristics in the field of video object tracking. The advantages of Correlation Filter based trackers are reflected in the high accuracy and robustness it provides while maintaining a high speed. However, there are still some necessary improvements that should be made. First, most trackers cannot handle multi-scale problems. To solve this problem, our algorithm combines position estimation with scale estimation. The difference from the traditional method in regard to the scale estimation is that, the proposed method can track the scale of the object more quickly and effective. Additionally, in the feature extraction module, the feature representation of traditional algorithms is relatively simple, and furthermore, the tracking performance is easily affected in complex scenarios. In this paper, we design a novel and powerful feature that can significantly improve the tracking performance. Finally, traditional trackers often suffer from model drift, which is caused by occlusion and other complex scenarios. We introduce a relocation component to detect object at other locations such as the secondary peak of the response map. It partly alleviates the model drift problem.

2차원 점 데이터의 다중해상도 표현 (Multi-resolution Representation of 2D Point Data)

  • 윤성민;이문배;박상훈
    • 한국정보과학회논문지:컴퓨팅의 실제 및 레터
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    • 제16권7호
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    • pp.768-774
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    • 2010
  • 흩어진 점 데이터의 집합으로부터 음함수 곡면을 생성하는 기법들이 다양한 과학과 공학 분야에서 개발되어 활용되고 있다. 본 논문에서는 다중스케일 커널을 이용하여 2차원 점 데이터를 함수 형태로 표현하고, 이것이 실시간 데이터 액세스가 필요한 그래픽스 응용에 효과적으로 활용될 수 있음을 보인다. 전처리 단계에서 계산되고 저장된 함수 계수들을 이용해, 실시간 응용 프로그램에서 임의의 위치에 대한 함수 값을 액세스하는 과정은 기존의 연구 방법들과 유사하지만, 실시간 처리 과정에서 사용자가 원하는 섬세한 레벨의 함수 값을 자유롭게 선택할 수 있다는 점에서 본 기법은 다른 기법들과 차별된다. 내재적으로 다중해상도 표현을 지원하는 함수를 계산할 수 있는 것은 멀티 스케일 커널이 갖는 수학적인 특성에 기인하며, 이 커널은 2차원뿐만 아니라 n차원 데이터의 다중해상도 표현을 위해 확장가능하다.

이산 웨이브렛 변환을 이용한 2차원 물체 인식에 관한 연구 (Analysis of 2-Dimensional Object Recognition Using discrete Wavelet Transform)

  • 박광호;김창구;기창두
    • 한국정밀공학회지
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    • 제16권10호
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    • pp.194-202
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    • 1999
  • A method for pattern recognition based on wavelet transform is proposed in this paper. The boundary of the object to be recognized includes shape information for object of machine parts. The contour is first represented using a one-dimensional signal and normalized about translation, rotation and scale, then is used to build the wavelet transform representation of the object. Wavelets allow us to decompose a function into multi-resolution hierarchy of localized frequency bands. The recognition of 2-dimensional object based on the wavelet is described to analyze the shape of analysis technique; the discrete wavelet transform(DWT). The feature vectors obtained using wavelet analysis is classified using a multi-layer neural network. The results show that, compared with the use of fourier descriptors, recognition using wavelet is more stable and efficient representation. And particularly the performance for objects corrupted with noise is better than that of other method.

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고 정밀 항공우주 유동해석 및 설계를 위한 공력계산 툴 (Essential Computational Tools for High-Fidelity Aerodynamic Simulation and Design)

  • 김종암
    • 유체기계공업학회:학술대회논문집
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    • 유체기계공업학회 2006년 제4회 한국유체공학학술대회 논문집
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    • pp.33-36
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    • 2006
  • As the computing environment is rapidly improved, the interests of CFD are gradually focused on large-scale computation over complex geometry. Keeping pace with the trend, essential computational tools to obtain solutions of complex aerospace flow analysis and design problems are examined. An accurate and efficient flow analysis and design codes for large-scale aerospace problem are presented in this work. With regard to original numerical schemes for flow analysis, high-fidelity flux schemes such as RoeM, AUSMPW+ and higher order interpolation schemes such as MLP (Multi-dimensional Limiting Process) are presented. Concerning the grid representation method, a general-purpose basis code which can handle multi-block system and overset grid system simultaneously is constructed. In respect to design optimization, the importance of turbulent sensitivity is investigated. And design tools to predict highly turbulent flows and its sensitivity accurately by fully differentiating turbulent transport equations are presented. Especially, a new sensitivity analysis treatment and geometric representation method to resolve the basic flow characteristics are presented. Exploiting these tools, the capability of the proposed approach to handle complex aerospace simulation and design problems is tested by computing several flow analysis and design problems.

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