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A fast scheme for image size change in the compressed domain

机译:在压缩域中更改图像大小的快速方案

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Given a video frame in terms of its 8×8 block-DCT coefficients, we wish to obtain a downsized or upsized version of this frame also in terms of 8×8 block-DCT coefficients. The DCT being a linear unitary transform is distributive over matrix multiplication. This fact has been used for downsampling video frames in the DCT domain. However, this involves matrix multiplication with the DCT of the downsampling matrix. This multiplication can be costly enough to trade off any gains obtained by operating directly in the compressed domain. We propose an algorithm for downsampling and also upsampling in the compressed domain which is computationally much faster, produces visually sharper images, and gives significant improvements in PSNR (typically 4-dB better compared to bilinear interpolation). Specifically the downsampling method requires 1.25 multiplications and 1.25 additions per pixel of original image compared to 4.00 multiplications and 4.75 additions required by the method of Chang et al. (1995). Moreover, the downsampling and upsampling schemes combined together preserve all the low-frequency DCT coefficients of the original image. This implies tremendous savings for coding the difference between the original frame (unsampled image) and its prediction (the upsampled image). This is desirable for many applications based on scalable encoding of video. The method presented can also be used with transforms other than DCT, such as Hadamard or Fourier
机译:给定视频帧的8×8块DCT系数,我们希望也就8×8块DCT系数获得该帧的缩小或放大版本。作为线性unit变换的DCT在矩阵乘法上是分布式的。此事实已用于DCT域中的视频帧降采样。然而,这涉及与下采样矩阵的DCT的矩阵相乘。这种乘法的成本可能足以抵消直接在压缩域中操作所获得的任何收益。我们提出了一种在压缩域中进行下采样和上采样的算法,该算法在计算上要快得多,可以产生视觉上更清晰的图像,并且可以显着提高PSNR(与双线性插值相比,通常提高4dB)。具体而言,下采样方法需要对原始图像的每个像素进行1.25乘法和1.25加法,而Chang等人的方法需要4.00乘法和4.75加法。 (1995)。此外,组合在一起的下采样和下采样方案保留了原始图像的所有低频DCT系数。这意味着对编码原始帧(未采样的图像)与其预测(上采样的图像)之间的差异进行编码可节省大量资金。对于基于视频的可伸缩编码的许多应用而言,这是理想的。提出的方法也可以用于DCT以外的其他变换,例如Hadamard或Fourier

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