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Iterative projection reconstruction for fast and efficient image upsampling

机译:迭代投影重建,可实现快速有效的图像上采样

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摘要

With the development of ultra-high-resolution display devices, the visual perception of fine texture details is becoming increasingly important. Traditional image upsampling methods suffer from either loss of high frequency texture details or very high time cost. In this paper, we propose an iterative projection reconstruction (IPR) method for fast and efficient image upsampling. The proposed method refines high-frequency texture details with an iterative projection process, and utilizes the pre-computed projection matrix to accelerate the example-based image reconstruction. As a result, the proposed method can reproduce fine texture details with low time cost. Experimental results demonstrate that the proposed method outperforms some state-of-the-art methods.
机译:随着超高分辨率显示设备的发展,对精细纹理细节的视觉感知变得越来越重要。传统的图像上采样方法会丢失高频纹理细节或非常高的时间成本。在本文中,我们提出了一种迭代投影重建(IPR)方法,以实现快速有效的图像上采样。所提出的方法通过迭代投影过程来细化高频纹理细节,并利用预先计算的投影矩阵来加速基于示例的图像重建。结果,所提出的方法可以以低的时间成本再现精细的纹理细节。实验结果表明,提出的方法优于某些最新方法。

著录项

  • 来源
    《Neurocomputing》 |2017年第22期|200-211|共12页
  • 作者单位

    Peking Univ, Sch Elect & Comp Engn, Shenzhen Grad Sch, Shenzhen 518055, Peoples R China|Hefei Univ Technol, Sch Comp & Informat, Hefei 230009, Peoples R China;

    Peking Univ, Sch Elect & Comp Engn, Shenzhen Grad Sch, Shenzhen 518055, Peoples R China;

    Hefei Univ Technol, Sch Comp & Informat, Hefei 230009, Peoples R China;

    Peking Univ, Sch Elect & Comp Engn, Shenzhen Grad Sch, Shenzhen 518055, Peoples R China;

    Peking Univ, Sch Elect & Comp Engn, Shenzhen Grad Sch, Shenzhen 518055, Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Upsampling; Single-image super-resolution; Projection reconstruction;

    机译:上采样;单图像超分辨率;投影重构;

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