CAJ | 학술논문

在分块压缩感知采样过程中，为根据图像块特征更合理的分配采样率，提出一种基于纹理特征的图像分块自适应采样压缩感知算法。首先使用空间频率提取图像块纹理信息；其次根据纹理信息将图像块分为平滑块或纹理块，并确定各块的基础采样率；再使用基础采样率对平滑块采样，在基础采样率的基础上结合小波域系数统计特征调整纹理块子带系数采样率；最后使用平滑投影Landweber重建图像。实验结果证明，与已有的图像分块压缩感知算法相比，当压缩率适中时，无论是视觉效果还是客观指标方面，该算法均能明显地提高图像信号重建质量。
재분괴압축감지채양과정중，위근거도상괴특정경합리적분배채양솔，제출일충기우문리특정적도상분괴자괄응채양압축감지산법。수선사용공간빈솔제취도상괴문리신식；기차근거문리신식장도상괴분위평활괴혹문리괴，병학정각괴적기출채양솔；재사용기출채양솔대평활괴채양，재기출채양솔적기출상결합소파역계수통계특정조정문리괴자대계수채양솔；최후사용평활투영Landweber중건도상。실험결과증명，여이유적도상분괴압축감지산법상비，당압축솔괄중시，무론시시각효과환시객관지표방면，해산법균능명현지제고도상신호중건질량。
In the procedure of sampling of block compress sensing, to fully make use of features of image blocks for more reasonable sampling rate, this paper proposes an adaptive sampling algorithm of block- divided compressed sensing for images based on textural feature. First, the spacial frequency is utilized to extract the textural features of image blocks; Second, each block is categorized into the smooth blocks or the textual blocks based on the textual features, and the basic sampling rate is obtained simultaneously; Third, we adjust the subrate of subbands using the statistical characteristics of the coefficients in wavelet domain based on basic sample rate for the textural blocks. Finally, the smooth projected Landweber is employed to reconstruct images. The experiment results show that when the compressing ratio is modest, the quality of reconstructed images can be improved greatly by the proposed algorithm comparing with other block-based compressed sensing algorithms from the aspects of objective indicator and visual effect.