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A signal adaptive filter for blocking effect reduction of JPEG compressed images

机译:用于降低JPEG压缩图像的块效应的信号自适应滤波器

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摘要

One of the major drawbacks of the block-based DCT compression methods is that it may result in visible artifacts at block boundaries due to coarse quantization of the coefficients. This paper proposes a new adaptive post-filtering algorithm to remove coding artifacts in block-based DCT compressed images. Presence of blocking artifacts is detected using block activity based on human visual system and block statistics. The boundary regions between the blocks are identified as smooth, non-smooth or intermediate regions. The blocking artifact in the smooth and non-smooth regions are removed by modifying a few DCT coefficients while an edge preserving smoothing filter is applied to the intermediate region. Experimental results illustrating the performance of proposed method on the basis of PSNR, MOS, MSSIM, SF, and BBM indices are presented and evaluated. Compared with other methods, the proposed one achieves better detail preservation and artifact removal performance with lower computational complexity.
机译:基于块的DCT压缩方法的主要缺点之一是,由于系数的粗略量化,它可能会在块边界处导致可见的伪像。本文提出了一种新的自适应后滤波算法,以消除基于块的DCT压缩图像中的编码伪像。使用基于人类视觉系统和块统计信息的块活动来检测块伪影的存在。块之间的边界区域被标识为平滑,非平滑或中间区域。在边缘保留平滑滤波器应用于中间区域时,通过修改一些DCT系数,可以去除平滑区域和非平滑区域中的阻塞伪影。给出并评估了基于PSNR,MOS,MSSIM,SF和BBM指数的方法的性能的实验结果。与其他方法相比,提出的方法以较低的计算复杂度实现了更好的细节保留和伪影去除性能。

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