廊坊师范学院学报:自然科学版
廊坊師範學院學報:自然科學版
랑방사범학원학보:자연과학판
Journal of LANG FANG TEACHERS
2012年
6期
41-42,46
,共3页
图像复原%Richardson—Lucy正则化%平均结构相似度%运动模糊图像
圖像複原%Richardson—Lucy正則化%平均結構相似度%運動模糊圖像
도상복원%Richardson—Lucy정칙화%평균결구상사도%운동모호도상
image restoration%Richardson-Lucy regularization%mean structural similarity%motion blurred image
运动模糊图像复原是模糊图像复原领域中的重要课题。首先,利用一种新的正则化方法有效估计了非参数运动模糊核。然后,在贝叶斯框架下,基于图像像素空间和梯度空间的统计特性,结合自然图像的梯度约束,提出了图像复原的改进RL正则化算法,有效抑制了复原图像中存在的振铃效应。实验结果表明,RL正则化算法在模糊核的估计存在误差时,依然能够得到较好的图像复原效果。
運動模糊圖像複原是模糊圖像複原領域中的重要課題。首先,利用一種新的正則化方法有效估計瞭非參數運動模糊覈。然後,在貝葉斯框架下,基于圖像像素空間和梯度空間的統計特性,結閤自然圖像的梯度約束,提齣瞭圖像複原的改進RL正則化算法,有效抑製瞭複原圖像中存在的振鈴效應。實驗結果錶明,RL正則化算法在模糊覈的估計存在誤差時,依然能夠得到較好的圖像複原效果。
운동모호도상복원시모호도상복원영역중적중요과제。수선,이용일충신적정칙화방법유효고계료비삼수운동모호핵。연후,재패협사광가하,기우도상상소공간화제도공간적통계특성,결합자연도상적제도약속,제출료도상복원적개진RL정칙화산법,유효억제료복원도상중존재적진령효응。실험결과표명,RL정칙화산법재모호핵적고계존재오차시,의연능구득도교호적도상복원효과。
Motion blurred image restoration is the important subject of blurred image restoration, a novel regularization approach is introduced to estimate the non-parameter motion blur firstly in this paper. Then, based on the statistical properties of pixel space and gradient space, a modified Richardson-Lucy (RL) regularization approach for image restoration is introduced, also using the gradient constraints of the natural images. The proposed approach can suppress the ringing effect effectively in the restored image. Then experimental results show that the proposed RL regularization approach can restore the blurry image effectively, even the motion blur is contaminated by measurement errors.