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一种基于扩散驱动先验技术的图像超分辨率重构方法
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作者 陈孟臻 陈莹 卢振坤 《河北师范大学学报(自然科学版)》 CAS 2019年第2期104-111,共8页
当输入图像因污迹、噪声和采样而严重退化时,目前基于Papoulis-Gerchberg(PG)算法的大多数超分辨率方法表现不佳.因此,提出了一种基于扩散驱动先验和PG算法的超分辨率方法,能够在提高图像分辨率的同时,估计缺失的高频分量.首先提出了一... 当输入图像因污迹、噪声和采样而严重退化时,目前基于Papoulis-Gerchberg(PG)算法的大多数超分辨率方法表现不佳.因此,提出了一种基于扩散驱动先验和PG算法的超分辨率方法,能够在提高图像分辨率的同时,估计缺失的高频分量.首先提出了一种新型扩散驱动平滑的先验,能够在平坦和轮廓区域之间自动平衡作用,确保正则化水平以产生清晰图像.然后,将PG算法引入到迭代过程中,以估计重构场景中缺失的小规模特征.实验结果表明,相比现有的超分辨率方法,提出方法的峰值信噪比和结构相似指数结果更高,重构图像更加清晰且无伪影. 展开更多
关键词 超分辨率 扩散控制 先验 papoulis-gerchberg 峰值信噪比 结构相似指数
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An Iterative Algorithm for Computed Tomography Image Reconstruction from Limited-Angle Projections 被引量:1
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作者 孙玉立 陶进绪 +1 位作者 陈浩 刘从桂 《Journal of Shanghai Jiaotong university(Science)》 EI 2015年第2期202-208,共7页
In application of tomography imaging, limited-angle problem is a quite practical and important issue.In this paper, an iterative reprojection-reconstruction(IRR) algorithm using a modified Papoulis-Gerchberg(PG)iterat... In application of tomography imaging, limited-angle problem is a quite practical and important issue.In this paper, an iterative reprojection-reconstruction(IRR) algorithm using a modified Papoulis-Gerchberg(PG)iterative scheme is developed for reconstruction from limited-angle projections which contain noise. The proposed algorithm has two iterative update processes, one is the extrapolation of unknown data, and the other is the modification of the known noisy observation data. And the algorithm introduces scaling factors to control the two processes, respectively. The convergence of the algorithm is guaranteed, and the method of choosing the scaling factors is given with energy constraints. The simulation result demonstrates our conclusions and indicates that the algorithm proposed in this paper can obviously improve the reconstruction quality. 展开更多
关键词 computed tomography limited-angle reconstruction papoulis-gerchberg algorithm
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