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A Gradient-Based Adaptive Interpolation Filter for Multiple View Synthesis

机译:基于梯度的多视图综合自适应插值滤波器

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摘要

A gradient-based adaptive interpolation method is proposed in this paper to solve the over-blurring problem in conventional multiple view synthesis (MVS) filters. To improve the visual quality of final synthetic pictures, a good interpolation filter is required in multiple view synthesis steps. Traditional space-invariant filters, such as bi-linear or bi-cubic filter, take the advantage of complexity, but they also lead to a decrease of the subjective quality. In contrast, directional filters usually exploit the directional information, especially in edge area, to deal with the over-blurring problem. This paper proposes a fast directional interpolation method for scaling up the resolution or filling up the losing pixels of a picture. The gradient map of an input picture is calculated in first. Using the gradient of each input pixel, the interpolation coefficients computed from a Gaussian kernel is refined, leading to a directional filter which takes an adaptation with gradient direction. This method is with a low complexity because it is a non-iterative method, and experiment results show that the visual quality of interpolated picture is improved.
机译:提出了一种基于梯度的自适应插值方法,以解决传统的多视图合成(MVS)滤波器的过模糊问题。为了提高最终合成图片的视觉质量,在多个视图合成步骤中都需要一个好的插值滤波器。传统的空间不变滤波器,例如双线性或双三次滤波器,利用了复杂性的优势,但是它们也导致主观质量的下降。相反,定向滤波器通常利用定向信息,尤其是在边缘区域中,来处理过度模糊的问题。本文提出了一种快速方向插值方法,用于提高分辨率或填充图片的丢失像素。首先计算输入图片的梯度图。使用每个输入像素的梯度,可以对从高斯核计算出的插值系数进行细化,从而生成一个方向滤波器,该滤波器可以适应梯度方向。该方法是一种非迭代的方法,具有较低的复杂度,实验结果表明,该方法可以提高插值图片的视觉质量。

著录项

  • 来源
  • 会议地点 Bangkok(TH);Bangkok(TH)
  • 作者单位

    State Key Laboratory on Microwave and Digital Communications, Tsinghua National Laboratory for Information Science and Technology, Dept. of EE, Tsinghua University, Beijing, 100084, China;

    rnState Key Laboratory on Microwave and Digital Communications, Tsinghua National Laboratory for Information Science and Technology, Dept. of EE, Tsinghua University, Beijing, 100084, China;

    rnState Key Laboratory on Microwave and Digital Communications, Tsinghua National Laboratory for Information Science and Technology, Dept. of EE, Tsinghua University, Beijing, 100084, China;

    rnState Key Laboratory on Microwave and Digital Communications, Tsinghua National Laboratory for Information Science and Technology, Dept. of EE, Tsinghua University, Beijing, 100084, China;

    rnState Key Laboratory on Microwave and Di;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 计算机网络;
  • 关键词

    FCDIF; adaptive interpolation; directional interpolation;

    机译:FCDIF;自适应插值定向插值;

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