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Image Compressed Sensing Based on Universal HMT of the Dual-tree Wavelets
基于双树小波通用隐马尔可夫树模型的图像压缩感知

Keywords: Compressed Sensing (CS),Model-based CS,Dual-tree wavelet,uHMT model,Alternating convex projection
压缩感知
,模型压缩感知,双树小波,uHMT模型,凸集交替投影

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Abstract:

The standard Compressed Sensing(CS) reconstructions of image exploit simply the sparse priors of the wavelet coefficients,ignoring the structural information of the wavelet coefficients.In this paper,the Hidden Markov Tree(HMT ) model is integrated in the compressed sensing,which has been found successful in capturing the key features of the joint probability density of the wavelet coefficients of real-world image.An optimization issue which is similar to the standard compressed sensing is derived from the ...

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