FAST EDGE-FILTERED IMAGE UPSAMPLING.

Shantanu H Joshi, Antonio L Marquina, Stanley J Osher, Ivo Dinov, Arthur W Toga, John D Van Horn
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Abstract

We present a novel edge preserved interpolation scheme for fast upsampling of natural images. The proposed piecewise hyperbolic operator uses a slope-limiter function that conveniently lends itself to higher-order approximations and is responsible for restricting spatial oscillations arising due to the edges and sharp details in the image. As a consequence the upsampled image not only exhibits enhanced edges, and discontinuities across boundaries, but also preserves smoothly varying features in images. Experimental results show an improvement in the PSNR compared to typical cubic, and spline-based interpolation approaches.

Abstract Image

快速边缘滤波图像上采样。
针对自然图像的快速上采样问题,提出了一种新的边缘保留插值方法。所提出的分段双曲算子使用斜率限制函数,该函数方便地适用于高阶近似,并负责限制由图像中的边缘和尖锐细节引起的空间振荡。因此,上采样图像不仅表现出增强的边缘和跨边界的不连续,而且还保留了图像中平滑变化的特征。实验结果表明,与典型的三次插值方法和基于样条的插值方法相比,该方法的PSNR有所提高。
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