super-resolution of images based local correlations基于局部相关图像超级分辨率.pdf
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SUPER-RESOLUTIONOFIMAGESBASEDONLOCALCORRELATIONS
FrankM.CandociaJoseC.Principe
candocia@principe@
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基于学习的图像超分辨率算法.pdf
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基于学习的图像超分辨率算法
林宙辰
微软亚洲研究院，北京 100190
1 引言
超分辨率（superresolution）算法是增强图像或视频分辨率的技术，它的目的是要使得输
出的图像或视频的分辨率比任意一幅输入的图像或输入视频的任意一帧的分辨率都要高。这
里的“提高分辨率”意味着已有内容更加清晰或者用户能看到原来没有的细节。在获取高质
量的图像或视频比较困难或者代价比较昂贵的时候，使用超分辨率算法是很有必要的。比如
在视频监控（video surveillance）中，人脸所占的区域往往只有几十个像素；在遥感（remote
sensing）中，超高分辨率器材的