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基于小波域隐马尔可夫树模型的图像复原
汪雪林; 赵书斌; 彭思龙; WANGXue-lin; ZHAOShu-Bin; PENGSi-long,
Source Publication计算机学报
2005
Volume28(6) (EI)Issue:2005年06期Pages:1006-1012
Other AbstractFrom the viewpoint of Bayesian method for image restoration,a iinear image restoration aigorithm based on waveiet domain Hidden Markov Tree(HMT)modei is proposed. Waveiet-domain HMT modeis the dependencies of muitiscaie waveiet coefficients through the state probabiiities of the waveiet coefficients,whose distribution densities can be approximated by Gaussian mixture modei. The proposed aigorithm specifies the prior distribution of reai-worid images through waveiet-domain HMT modei and converts the restoration probiem to an constrained optimization task which can be soived with the steepest descend method. Parameters of the HMT modei are adaptiveiy determined through a fast estimation method which avoids the time-consuming training process. Experimentai resuits show that the aigorithm properiy retrieves various kinds of edges and the PNSR and subjective visuai effect of the restored images are improved significantiy.
Keyword图像复原 / 小波变换 / 隐马尔可夫树模型 / 最速下降法
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/12986
Collection智能制造技术与系统研究中心_多维数据分析
Corresponding Author汪雪林
Recommended Citation
GB/T 7714
汪雪林,赵书斌,彭思龙,等. 基于小波域隐马尔可夫树模型的图像复原[J]. 计算机学报,2005,28(6) (EI)(2005年06期):1006-1012.
APA 汪雪林,赵书斌,彭思龙,WANGXue-lin,ZHAOShu-Bin,&PENGSi-long,.(2005).基于小波域隐马尔可夫树模型的图像复原.计算机学报,28(6) (EI)(2005年06期),1006-1012.
MLA 汪雪林,et al."基于小波域隐马尔可夫树模型的图像复原".计算机学报 28(6) (EI).2005年06期(2005):1006-1012.
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