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Image recovery using thresholding and direct linear solvers

机译:使用阈值和直接线性求解器进行图像恢复

摘要

An image recovery algorithm that recovers completely lost blocks in an image/video frame using spatial information surrounding these blocks. One application focuses on lost regions of pixels containing textures, edges and other image features that pose problems for other recovery and error concealment algorithms. The algorithm is designed to be applied once on each of n layers and does not require any complex preconditioning, segmentation, or edge detection steps. The layers are filled with an initial value and a threshold is set. One layer at a time, overcomplete transforms are evaluated over that layer, and transform coefficients are selectively thresholded to determine a set of transform coefficients that have absolute values below the threshold. A system of linear equations is constructed from which the missing data elements in that layer are determined. Utilizing locally sparse linear transforms in an overcomplete fashion, good PSNR performance is obtained in the recovery of such regions.
机译:一种图像恢复算法,可使用围绕这些块的空间信息来恢复图像/视频帧中完全丢失的块。一个应用专注于包含纹理,边缘和其他图像特征的像素的丢失区域,这些区域为其他恢复和错误隐藏算法带来了问题。该算法被设计为在n层的每层上应用一次,并且不需要任何复杂的预处理,分割或边缘检测步骤。各层填充有初始值,并设置了阈值。一次一层,在该层上评估过度完成的变换,并选择性地对变换系数进行阈值确定,以确定绝对值低于阈值的一组变换系数。构建线性方程组,从中确定该层中缺少的数据元素。以过度完成的方式使用局部稀疏线性变换,在恢复此类区域时可获得良好的PSNR性能。

著录项

  • 公开/公告号US2004109613A1

    专利类型

  • 公开/公告日2004-06-10

    原文格式PDF

  • 申请/专利权人 GULERYUZ ONUR G;

    申请/专利号US20030646248

  • 发明设计人 ONUR G. GULERYUZ;

    申请日2003-08-22

  • 分类号G06K9/40;

  • 国家 US

  • 入库时间 2022-08-21 23:18:43

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