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Coefficient Thresholding with Image Restoration

机译:图像复原的系数阈值

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During Coefficient thresholding (CT), the last several nonzero DCT coefficients after quantization are dropped if better Rate-Distortion (RD) performance can be achieved. Since image data can be reconstructed by incomplete frequency information with some prior knowledge of image property (e.g., luminance continuity), the quality degradation caused by CT can be sometimes alleviated by some prior knowledge based image restoration. Consider an 8×8 image block I that is represented by 64 transform coefficients of the prediction residual, C1~64=DCT(I-Ipred). When CT is performed, the last few nonzero coefficients of C1~64 are dropped as long as the RD cost can be reduced. Then the reconstructed block Irec can be calculated by Irec1=IDCT(C1~k )+Ipred, where k denotes the index of last nonzero coefficient of the remaining. With some certain image restoration technique, the lost information during CT can be partially recovered, Irec2=RESTORE(DCT(C1~k) )+Ipred). We employ Bilateral Filter (BF) for the image restoration after CT. This CT/BF approach is implemented as a candidate mode in addition to the traditional IDCT mode, and RD optimization is utilized for the mode selection. The CT/BF mode is enabled for the blocks with texture and edges, which saves considerable computational complexity. Moreover, to save the overhead of the mode flags, the mode information are transmitted covertly in terms of the parity of the number of nonzero coefficients like watermarks. Experiments show that the codec with CT/BF improves the quality of decoded video by up to 0.54 dB compared to H.264 high profile.
机译:在系数阈值(CT)期间,如果可以实现更好的速率失真(RD)性能,则会删除量化后的最后几个非零DCT系数。由于可以通过具有图像属性的一些先验知识(例如,亮度连续性)的不完整的频率信息来重构图像数据,因此有时可以通过基于图像知识的一些先验知识减轻由CT引起的质量下降。考虑由预测残差的64个变换系数表示的8×8图像块I,C1〜64 = DCT(I-Ipred)。当执行CT运算时,只要可以降低RD成本,C1〜64的最后几个非零系数就会下降。然后,可以通过Irec1 = IDCT(C1〜k)+ Ipred来计算重构块Irec,其中k表示剩余的最后非零系数的索引。使用某些特定的图像恢复技术,可以部分恢复CT期间丢失的信息,Irec2 = RESTORE(DCT(C1〜k))+ Ipred)。我们采用双边滤波器(BF)进行CT后的图像恢复。除了传统的IDCT模式之外,该CT / BF方法还被用作候选模式,并且RD优化用于模式选择。对于具有纹理和边缘的块启用了CT / BF模式,从而节省了可观的计算复杂性。此外,为了节省模式标志的开销,根据诸如水印之类的非零系数的数量的奇偶性秘密地发送模式信息。实验表明,与H.264高配置文件相比,具有CT / BF的编解码器将解码视频的质量提高了0.54 dB。

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