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Method and device for processing of an image by regularization of total variation

机译:通过总变化的正则化处理图像的方法和装置

摘要

The invention addresses the problem that traditional Total Variation only enforces the horizontal and vertical intensity continuity and thus fails to reconstruct oblique edges well. In an embodiment, Directional Total Variation is defined which supports multiple gradient directions. It first pre-processes the image and determines the direction of edges/texture; Directional TV is calculated based on the gradients along the determined direction and its orthogonal direction. By utilizing adaptive weights to different directions in the regularization, Directional TV is capable of preserving edges independent from their orientation nicely. Thus, Directional TV regularization based image denoising, compression or super resolution tend to obtain better quality.
机译:本发明解决了传统的总变化仅强制水平和垂直强度连续性的问题,因此不能很好地重建倾斜边缘。在一个实施例中,定义了方向性总变化,其支持多个梯度方向。它首先对图像进行预处理,然后确定边缘/纹理的方向;基于沿着确定的方向及其正交方向的梯度来计算定向电视。通过在正则化中利用针对不同方向的自适应权重,定向电视能够很好地保留与其方向无关的边缘。因此,基于定向电视正则化的图像去噪,压缩或超分辨率往往会获得更好的质量。

著录项

  • 公开/公告号US9292905B2

    专利类型

  • 公开/公告日2016-03-22

    原文格式PDF

  • 申请/专利权人 WEN FEI JIANG;JIAN JIN;ZHIBO CHEN;

    申请/专利号US201214128626

  • 发明设计人 ZHIBO CHEN;WEN FEI JIANG;JIAN JIN;

    申请日2012-06-19

  • 分类号G06K9/40;G06T5/00;H04N1/409;

  • 国家 US

  • 入库时间 2022-08-21 14:30:15

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