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Anisotropic Total Variation Regularization Based NAS-RIF Blind Restoration Method for OCT Image 被引量:2
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作者 Xuesong Fu Jianlin Wang +3 位作者 Zhixiong Hu Yongqi Guo Kepeng Qiu Rutong Wang 《Journal of Beijing Institute of Technology》 EI CAS 2020年第2期146-157,共12页
Based on anisotropic total variation regularization(ATVR), a nonnegativity and support constraints recursive inverse filtering(NAS-RIF) blind restoration method is proposed to enhance the quality of optical coherence ... Based on anisotropic total variation regularization(ATVR), a nonnegativity and support constraints recursive inverse filtering(NAS-RIF) blind restoration method is proposed to enhance the quality of optical coherence tomography(OCT) image. First, ATVR is introduced into the cost function of NAS-RIF to improve the noise robustness and retain the details in the image.Since the split Bregman iterative is used to optimize the ATVR based cost function, the ATVR based NAS-RIF blind restoration method is then constructed. Furthermore, combined with the geometric nonlinear diffusion filter and the Poisson-distribution-based minimum error thresholding, the ATVR based NAS-RIF blind restoration method is used to realize the blind OCT image restoration. The experimental results demonstrate that the ATVR based NAS-RIF blind restoration method can successfully retain the details in the OCT images. In addition, the signal-to-noise ratio of the blind restored OCT images can be improved, along with the noise robustness. 展开更多
关键词 optical coherence tomography(OCT)image blind image restoration cost function nonnegativity and support constraints recursive inverse filtering(NAS-RIF)
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Improved Multi-channel Blind Image Restoration Algorithm for UWB Radar
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作者 王卫江 《Journal of Beijing Institute of Technology》 EI CAS 2009年第1期70-73,共4页
The imaging problem of low signal to noise ratio (SNR)echo is very important for ultra-wide band (UWB) through-wall radar. An improved multi-channel blind image restoration algorithm based on sub-space and constra... The imaging problem of low signal to noise ratio (SNR)echo is very important for ultra-wide band (UWB) through-wall radar. An improved multi-channel blind image restoration algorithm based on sub-space and constrained least square (CLS) is presented and applied to UWB radar system to deal with this issue. The high resolution of radar image is equivalent to multi-channel blind image restoration based on the improved model of the through-wall radar echo. And a new cost function is proposed to the multi-channel blind image restoration by considering the concept of sub-space as the limitation of blur identification. The proposed algorithm has all advantages of CLS and sub-space, and converts the image estimation to alternating-minimizing the two cost functions. Experimental results prove that the proposed algorithm is effective at improving the resolution of radar image even at low SNR. 展开更多
关键词 ultra-wide band through-wall radar blind image restoration constrained least square
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Multichannel Blind CT Image Restoration via Variable Splitting and Alternating Direction Method
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作者 孙云山 张立毅 +1 位作者 张海燕 张经宇 《Transactions of Tianjin University》 EI CAS 2015年第6期524-532,共9页
Computed tomography(CT) blurring caused by point spread function leads to errors in quantification and visualization. In this paper, multichannel blind CT image restoration is proposed to overcome the effect of point ... Computed tomography(CT) blurring caused by point spread function leads to errors in quantification and visualization. In this paper, multichannel blind CT image restoration is proposed to overcome the effect of point spread function. The main advantage from multichannel blind CT image restoration is to exploit the diversity and redundancy of information in different acquisitions. The proposed approach is based on a variable splitting to obtain an equivalent constrained optimization formulation, which is addressed with the alternating direction method of multipliers and simply implemented in the Fourier domain. Numerical experiments illustrate that our method obtains a higher average gain value of at least 1.21 d B in terms of Q metric than the other methods, and it requires only 7 iterations of alternating minimization to obtain a fast convergence. 展开更多
关键词 blind image restoration variable splitting alternating direction method medical CT image
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Microfocus small-angle X-ray scattering at SSRF BL16B1
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作者 滑文强 王玉柱 +4 位作者 周平 胡涛 李秀宏 边风刚 王劼 《Chinese Physics C》 SCIE CAS CSCD 2017年第4期169-176,共8页
Offering high-brilliance X-ray beams on micrometer length scales,the μSAXS at SSRF BL16 B1 has been established with a KB mirror system for studying small sample volumes,or probing microscopic morphologies.The SAXS m... Offering high-brilliance X-ray beams on micrometer length scales,the μSAXS at SSRF BL16 B1 has been established with a KB mirror system for studying small sample volumes,or probing microscopic morphologies.The SAXS minimum q value is 0.1 nm^-1 with a flux of 1.5×10^10 photons/s.Two position-resolved scanning experimental methods,STXM and CT,are combined with μSAXS.To improve the significant smearing effect in the horizontal direction,an effective and easy-to-use desmearing procedure for two-dimensional SAXS patterns based on blind deconvolution was developed,and the deblurring results demonstrate the good restoration effect for the defocused image.Finally,a bamboo sample was used in the SAXS-CT experiment to illustrate the performance of the μSAXS method. 展开更多
关键词 small-angle X-ray scattering KB mirror smearing effects image blind restoration
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