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Region adaptive unsharp masking based Lanczos-3 interpolation for video intra frame up-sampling

机译:基于区域自适应反锐化掩膜的Lanczos-3插值用于视频帧内上采样

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Increasing the resolution of a video intra frame using various interpolation techniques not only gives a blurring effect but also results in the loss of fine details and critical edge information. In order to resolve this problem, an efficient, no reference, hybrid interpolation technique is proposed here. The proposed method makes use of a combination of anticipatory, spatial domain, region adaptive, unsharp masking operation coupled with Lanczos-3 interpolation for retaining some of the fine details and critical edge information in the reconstructed video frame. The region adaptive unsharp masking is a preprocessing approach which sharpens the intra frame regions locally as per their statistical local variance so as to compensate the blurring caused by the subsequent Lanczos-3 interpolation technique. The degree of sharpening is increased as per the rise in the statistical local variance of a neighborhood and vice versa. Furthermore, the unsharp masking operation is made globally adaptive by multiplying the unsharp mask with a global scaling factor which is obtained by adding one to the global variance of an intra frame. Experimental results reveal that the proposed method outperforms most of the existing interpolation techniques in terms of peak-signal-to-noise-ratio (PSNR) as well as visual quality for different types of video sequences.
机译:使用各种插值技术提高视频帧内帧的分辨率不仅会产生模糊效果,而且还会导致丢失细节和关键边缘信息。为了解决这个问题,这里提出了一种有效的,无参考的混合插值技术。所提出的方法结合了预期的,空间域的,区域自适应的,非锐利的掩蔽操作与Lanczos-3插值的结合,以在重构的视频帧中保留一些精细的细节和关键边缘信息。区域自适应模糊锐化掩膜是一种预处理方法,可根据帧内统计区域的统计方差来局部锐化帧内区域,以补偿由随后的Lanczos-3插值技术引起的模糊。锐化程度随邻域的统计局部方差的增加而增加,反之亦然。此外,通过将锐化掩模与全局缩放因子相乘来使全局锐化屏蔽操作,该全局缩放因子是通过将一加到帧内帧的全局方差而获得的。实验结果表明,对于不同类型的视频序列,该方法在峰值信噪比(PSNR)以及视觉质量方面均优于大多数现有的插值技术。

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