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Implementation of super-resolution scaler for Full HD and 4K video

机译:实现全高清和4K视频的超分辨率缩放器

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The hardware implementation of a sophisticated scaling algorithm for ‘super-resolution’ is described, which can scale up from a given lower-resolution image to a high-resolution image with more accurate depiction of edges and details than those of the conventional interpolation algorithms. Specifically, the devised algorithm can enlarge a given image to arbitrary sizes without "jaggy" artifacts or blurring characteristics incurred in the conventional methods. The scaling process is executed through the following four steps; 1) calculating edge orientation, 2) calculating average edge orientation, 3) edge pattern detection, and 4) interpolation; which are pipelined to achieve efficient hardware implementation. Experimental results are shown in terms of the SSIM (Structural SIMilarity) index, to reveal the attainability of much improved image quality in comparison with conventional interpolation and super-resolution algorithms. In addition, FPGA implementation results are also shown to demonstrate that the devised scaler can process Full HD and 4K video frames in realtime.
机译:描述了用于“超分辨率”的复杂缩放算法的硬件实现,与常规插值算法相比,该算法可以从给定的低分辨率图像按比例缩放到高分辨率图像,并具有更精确的边缘和细节描述。具体地说,所设计的算法可以将给定的图像放大到任意大小,而不会出现常规方法中产生的“锯齿状”伪像或模糊特征。缩放过程通过以下四个步骤执行: 1)计算边缘方向,2)计算平均边缘方向,3)边缘模式检测,以及4)插值;它们通过流水线化以实现有效的硬件实施。实验结果以SSIM(结构相似度)指数表示,与传统的插值和超分辨率算法相比,可显示出大大提高的图像质量。此外,FPGA实施结果也显示了所设计的定标器可以实时处理Full HD和4K视频帧。

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