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Computation Time Optimization in Super-Resolution Applications

机译:超分辨率应用中的计算时间优化

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摘要

The necessity to improve image resolution is of great concern in multiple diverse fields such as: medicine, communications, or satellite and underwater applications. A high variety of techniques for image enhancement has been proposed in the literature, being a trade-off the relation between the computation time and the quality of the obtained results. This work is focused on a test environment that permits to objectively compare the quality enhancement of images processed by two different improvement methods: bilinear interpolation and Super-Resolution (SR), presenting how these results relate to the computation time. The objective comparison is based on the PSNR (Peak Sig-nal-to-Noise Ratio) and the SSIM (Structural SIMilarity).
机译:改善图像分辨率的必要性在多种不同领域中是非常关注的,例如:医学,通信或卫星和水下应用。在文献中提出了一种高各种图像增强技术,是计算时间与所得结果的质量之间的权衡关系。这项工作专注于测试环境,允许客观地比较由两种不同的改进方法处理的图像的质量增强:Bilinear插值和超分辨率(SR),呈现这些结果如何与计算时间相关。目标比较基于PSNR(峰值峰值 - 噪声比)和SSIM(结构相似度)。

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