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DiriNet:An Estimation Network for Spectral Response Function and Point Spread Function
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作者 Ting Hu Siyuan Cheng Chang Liu 《Journal of Beijing Institute of Technology》 EI CAS 2024年第4期287-297,共11页
Hyper-and multi-spectral image fusion is an important technology to produce hyper-spectral and hyper-resolution images,which always depends on the spectral response function andthe point spread function.However,few wo... Hyper-and multi-spectral image fusion is an important technology to produce hyper-spectral and hyper-resolution images,which always depends on the spectral response function andthe point spread function.However,few works have been payed on the estimation of the two degra-dation functions.To learn the two functions from image pairs to be fused,we propose a Dirichletnetwork,where both functions are properly constrained.Specifically,the spatial response function isconstrained with positivity,while the Dirichlet distribution along with a total variation is imposedon the point spread function.To the best of our knowledge,the neural network and the Dirichlet regularization are exclusively investigated,for the first time,to estimate the degradation functions.Both image degradation and fusion experiments demonstrate the effectiveness and superiority of theproposed Dirichlet network. 展开更多
关键词 Dirichlet network point spread function spectral response function hyper-spectralimage multi-spectral image
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PET image reconstruction with a system matrix containing point spread function derived from single photon incidence response 被引量:1
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作者 樊馨 王海鹏 +8 位作者 贠明凯 孙校丽 曹学香 刘双全 柴培 李道武 刘宝东 王璐 魏龙 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第1期542-550,共9页
A point spread function(PSF) for the blurring component in positron emission tomography(PET) is studied. The PSF matrix is derived from the single photon incidence response function. A statistical iterative recons... A point spread function(PSF) for the blurring component in positron emission tomography(PET) is studied. The PSF matrix is derived from the single photon incidence response function. A statistical iterative reconstruction(IR) method based on the system matrix containing the PSF is developed. More specifically, the gamma photon incidence upon a crystal array is simulated by Monte Carlo(MC) simulation, and then the single photon incidence response functions are calculated. Subsequently, the single photon incidence response functions are used to compute the coincidence blurring factor according to the physical process of PET coincidence detection. Through weighting the ordinary system matrix response by the coincidence blurring factors, the IR system matrix containing the PSF is finally established. By using this system matrix, the image is reconstructed by an ordered subset expectation maximization(OSEM) algorithm. The experimental results show that the proposed system matrix can substantially improve the image radial resolution, contrast,and noise property. Furthermore, the simulated single gamma-ray incidence response function depends only on the crystal configuration, so the method could be extended to any PET scanner with the same detector crystal configuration. 展开更多
关键词 point spread function single photon incidence system matrix positron emission tomography
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Bistatic Synthetic Aperture Radar Point Spread Function Characteristic Analysis
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作者 胡程 曾涛 曾海彬 《Journal of Beijing Institute of Technology》 EI CAS 2007年第2期193-196,共4页
Based on the point spread function (PSF) theory, the side-lobe extension direction of the impulse response in bistatic synthetic aperture radar (BSAR) is analyzed in detail; in addition, the corresponding autofocu... Based on the point spread function (PSF) theory, the side-lobe extension direction of the impulse response in bistatic synthetic aperture radar (BSAR) is analyzed in detail; in addition, the corresponding autofocus in BSAR should be considered along iso-range direction, not the traditional azimuth resolution (AR) direction. The conclusion is verified by the computer simulation. 展开更多
关键词 bistatic synthetic aperture rader (BSAR) point spread function (PSF) range resolution (RR) azimuth resolution (AR) iso-range iso-Doppler
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A Knife-edge Input Point Spread Function Estimation Method for Document Images
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作者 Jianqiang Zhong 《International Journal of Technology Management》 2016年第3期50-52,共3页
In this paper the progress of document image Point Spread Function (PSF) estimation will be presented. At the beginning of the paper, an overview of PSF estimation methods will be introduced and the reason why knife... In this paper the progress of document image Point Spread Function (PSF) estimation will be presented. At the beginning of the paper, an overview of PSF estimation methods will be introduced and the reason why knife-edge input PSF estimation method is chosen will be explained. Then in the next section, the knife-edge input PSF estimation method will be detailed. After that, a simulation experiment is performed in order to verify the implemented PSF estimation method. Based on the simulation experiment, in next section we propose a procedure that makes automatic PSF estimation possible. A real document image is firstly taken as an example to illustrate the procedure and then be restored with the estimated PSF and Lucy-Richardson deconvolution method, and its OCR accuracy before and after deconvolution will be compared. Finally, we conclude the paper with the outlook for the future work. 展开更多
关键词 point spread function document image Knife-edge Input
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Point spread functions for a small gamma camera with pinhole collimator 被引量:1
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作者 LIU Shi-Tao, XU Zi-Zong, WANG Zhao-Min, XU Shen-Bo (Department of Modern Physics, University of Science and Technology of China, Hefei 230027) 《Nuclear Science and Techniques》 SCIE CAS CSCD 2003年第3期195-198,共4页
A set of point spread functions (PSF) has been obtained by means of Monte-Carlo simulation for asmall gamma camera with a pinhole collimator of various hole diameters. The FOV (field of view) of the camera isexpended ... A set of point spread functions (PSF) has been obtained by means of Monte-Carlo simulation for asmall gamma camera with a pinhole collimator of various hole diameters. The FOV (field of view) of the camera isexpended from 45 mm to 70 mm in diameter. The position dependence of the variances of PSF is presented, and theacceptance for the 140 kev gamma rays is explored. A phantom of 70 mm in diameter was experimentally imaged inthe camera with effective FOV of only 45 mm in diameter. 展开更多
关键词 点扩散函数 γ照相机 针孔准直器 PSF Monte-Carlo仿真 临床诊断
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Plasmon point spread functions: How do we model plasmon-mediated emission processes? 被引量:3
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作者 Katherine A. Willets 《Frontiers of physics》 SCIE CSCD 2014年第1期3-16,共14页
A major challenge with studying plasmon-mediated emission events is the small size of plasmonic nanoparticles relative to the wavelength of light. Objects smaller than roughly half the wavelength of light will appear ... A major challenge with studying plasmon-mediated emission events is the small size of plasmonic nanoparticles relative to the wavelength of light. Objects smaller than roughly half the wavelength of light will appear as diffraction-limited spots in far-field optical images, presenting a significant experimental challenge for studying plasmonic processes on the nanoscale. Super-resolution imaging has recently been applied to plasmonic nanosystems and allows plasmon-mediated emission to be resolved on the order of ~5 nm. In super-resolution imaging, a diffraction-limited spot is fit to some model function in order to calculate the position of the emission centroid, which represents the loca- tion of the emitter. However, the accuracy of the centroid position strongly depends on how well the fitting function describes the data. This Perspective discusses the commonly used two-dimensional Gaussian fitting function applied to super-resolution imaging of plasmon-mediated emission, then introduces an alternative model based on dipole point spread flmctions. The two fitting models are compared and contrasted for super-resolution imaging of nanoparticle scattering/luminescence, surface-enhanced Raman scattering, and surface-enhanced fluorescence. 展开更多
关键词 PLASMON point spread function DIPOLE SUPER-RESOLUTION surface-enhanced Ramanscattering (SERS)
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Numerical study of point spread function of a fast neutron radiography system based on scintillating-fiber array 被引量:2
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作者 ZHANG FaQiang LI ZhengHong +5 位作者 YANG JianLun YE Fan WANG Zhen XIA GuangXin YING ChunTong LIU GuangJun 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS 2007年第6期698-706,共9页
For a scintillating-fiber array fast-neutron radiography system,a point-spread-function computing model was introduced,and the simulation code was developed. The results of calculation show that fast-neutron radiograp... For a scintillating-fiber array fast-neutron radiography system,a point-spread-function computing model was introduced,and the simulation code was developed. The results of calculation show that fast-neutron radiographs vary with the size of fast neutron sources,the size of fiber cross-section and the imaging geometry. The results suggest that the following qualifications are helpful for a good point spread function: The cross-section of scintillating fibers not greater than 200 μm×200 μm,the size of neutron source as small as a few millimeters,the distance between the source and the scintillating fiber array greater than 1 m,and inspected samples placed as close as possible to the array. The results give suggestions not only to experiment considerations but also to the estimation of spatial resolution for a specific system. 展开更多
关键词 fast neutron radiography scintillating-fiber array point spread function Monte Carlo simulation
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Point spread function modeling and image restoration for cone-beam CT 被引量:1
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作者 张华 黄魁东 +1 位作者 史仪凯 徐哲 《Chinese Physics C》 SCIE CAS CSCD 2015年第3期101-106,共6页
X-ray cone-beam computed tomography (CT) has such notable features as high efficiency and precision, and is widely used in the fields of medical imaging and industrial non-destructive testing, but the inherent imagi... X-ray cone-beam computed tomography (CT) has such notable features as high efficiency and precision, and is widely used in the fields of medical imaging and industrial non-destructive testing, but the inherent imaging degradation reduces the quality of CT images. Aimed at the problems of projection image degradation and restoration in cone-beam CT, a point spread function (PSF) modeling method is proposed first. The general PSF model of cone- beam CT is established, and based on it, the PSF under arbitrary scanning conditions can be calculated directly for projection image restoration without the additional measurement, which greatly improved the application convenience of cone-beam CT. Secondly, a projection image restoration algorithm based on pre-filtering and pre-segmentation is proposed, which can make the edge contours in projection images and slice images clearer after restoration, and control the noise in the equivalent level to the original images. Finally, the experiments verified the feasibility and effectiveness of the proposed methods. 展开更多
关键词 cone-beam CT point spread function image restoration noise control
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A phase model for point spread function estimation in ground-based astronomy 被引量:1
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作者 CHAN Raymond Honfu YUAN XiaoMing ZHANG WenXing 《Science China Mathematics》 SCIE 2013年第12期2701-2710,共10页
In ground-based astronomy, images of objects in outer space are acquired via ground-based tele- scopes. However, the imaging system is generally interfered by atmospheric turbulence and hence images so acquired are bl... In ground-based astronomy, images of objects in outer space are acquired via ground-based tele- scopes. However, the imaging system is generally interfered by atmospheric turbulence and hence images so acquired are blurred with unknown point spread function (PSF). To restore the observed images, aberration of the wavefront at the telescope's aperture, i.e., the phase, is utilized to derive the PSF. However, the phase is not readily available. Instead, its gradients can be collected by wavefront sensors. Thus the usual approach is to use regularization methods to reconstruct high-resolution phase gradients and then use them to recover the phase in high accuracy. Here, we develop a model that reconstructs the phase directly. The proposed model uses the tight frame regularization and it can be solved efficiently by the Douglas-Rachford alternating direction method of multipliers whose convergence has been well established. Numerical results illustrate that our new model is efficient and gives more accurate estimation for the PSF. 展开更多
关键词 point spread function astronomical imaging phase model tight frame alternating directionmethod of multipliers
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Effects of mask-alignment error on point spread function for multi-level Fresnel diffractive lenses 被引量:2
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作者 Dun Liu Shibin Wu +3 位作者 Wei Yang Lihua Wang Bin Fan and Fan Wu 《Chinese Optics Letters》 SCIE EI CAS CSCD 2018年第9期4-9,共6页
The full aperture complex amplitude transmittance function of a multi-level diffraction lens with mask- alignment errors was derived based on scalar diffraction theory. The point spread function (PSF) was calculated... The full aperture complex amplitude transmittance function of a multi-level diffraction lens with mask- alignment errors was derived based on scalar diffraction theory. The point spread function (PSF) was calculated by the Kirchhoff diffraction integral. It is found that the radius of the Airy disk increases with the increase of the error in the direction of misalignment, and the image center shifts along the direction of misalignment. A fourlevel diffractive lens with a diameter of 80 mm was fabricated, and its PSF and diffraction efficiency of +1st order were calculated and measured. The distribution of PSF is consistent with the calculated results, and the tested diffraction efficiency is slightly smaller than the calculated value; the relative error is 5.71%. 展开更多
关键词 PSF Effects of mask-alignment error on point spread function for multi-level Fresnel diffractive lenses
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Resolution enhancement of optical scanning holography with a spiral modulated point spread function 被引量:1
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作者 Ni Chen Zhenbo Ren +1 位作者 Haiyan Ou Edmund Y.Lam 《Photonics Research》 SCIE EI 2016年第1期1-6,共6页
In optical scanning holography, one pupil produces a spherical wave and another produces a plane wave. They interfere with each other and result in a fringe pattern for scanning a three-dimensional object. The resolut... In optical scanning holography, one pupil produces a spherical wave and another produces a plane wave. They interfere with each other and result in a fringe pattern for scanning a three-dimensional object. The resolution of the hologram reconstruction is affected by the point spread function(PSF) of the optical system. In this paper, we modulate the PSF by a spiral phase plate, which significantly enhances the lateral and depth resolution. We explain the theory for such resolution enhancement and show simulation results to verify the efficacy of the approach. 展开更多
关键词 PSF Resolution enhancement of optical scanning holography with a spiral modulated point spread function
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飞行时间和点扩散函数对18F-FDGPET/CT肺癌纵隔淋巴结转移的增益价值
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作者 黄克敏 冯彦林 +5 位作者 刘德军 梁伟棠 李林 冯叶霞 邓大浪 贺伟平 《中国医学影像学杂志》 CSCD 北大核心 2024年第7期686-691,共6页
目的探讨飞行时间(TOF)和点扩散函数(PSF)重建对18F-FDGPET/CT显像肺癌纵隔淋巴结转移的增益价值。资料与方法回顾性分析2020年3月9日—2021年7月23日在佛山市第一人民医院行PET/CT检查的肺癌纵隔淋巴结转移患者68例。分别采用有序子集... 目的探讨飞行时间(TOF)和点扩散函数(PSF)重建对18F-FDGPET/CT显像肺癌纵隔淋巴结转移的增益价值。资料与方法回顾性分析2020年3月9日—2021年7月23日在佛山市第一人民医院行PET/CT检查的肺癌纵隔淋巴结转移患者68例。分别采用有序子集最大期望值迭代法(OSEM)、OSEM+TOF、OSEM+PSF、OSEM+TOF+PSF重建图像,比较不同重建算法对肺癌纵隔淋巴结转移病灶的分辨能力,以及病灶信噪比(SNR)和标准化摄取值(SUV)的差异。结果使用OSEM+TOF+PSF重建可获得病灶SUVmax、SUVmean和SNR的最高值,与常规OSEM比较分别增加了21.99%、22.86%和60.14%(t=28.321、19.11、11.059,P均<0.01);其差异百分比在直径≤22 mm的较小病灶中明显大于直径>22 mm的较大病灶(24.1%比21.1%、25.3%比19.3%、70.6%比63.3%;Z=-3.658、-4.313、-2.154,P均<0.05),在SNR≤15.31的低对比度病灶中明显大于SNR>15.31的高对比度病灶(23.6%比21.4%、25.3%比21.1%、85.7%比46.0%;Z=-3.519、-2.336、-5.106,P均<0.05);在不同重建算法的病灶可检测性评价结果中,OSEM+TOF+PSF图像对纵隔淋巴结转移病灶的显示最清晰,其中87.4%的病灶为明确存在,显著高于OSEM图像的73.1%(χ^(2)=11.704,P=0.001),但OSEM+PSF图像中病灶明确存在的比例与OSEM比较并未显著增加(73.1%比75.8%;χ^(2)=0.361,P=0.548)。结论TOF和PSF结合能显著提高肺癌纵隔淋巴结转移病灶的探测能力,以及病灶SNR和SUV,尤其在小病灶和低对比度病灶中更为显著。 展开更多
关键词 肺肿瘤 体层摄影术 发射型计算机 飞行时间 点扩散函数 淋巴结
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基于边缘约束与范数比值的图像盲复原
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作者 赵小强 王涛 《兰州理工大学学报》 CAS 北大核心 2024年第1期76-83,共8页
针对现有的研究方法对运动所引起的模糊图像进行复原时效果欠佳的问题,提出一种基于边缘约束与范数比值的图像盲复原算法.该算法首先对退化图像的边缘进行约束,得到图像的强边缘结构,提高了点扩散函数估计的准确率;然后对要估计的清晰... 针对现有的研究方法对运动所引起的模糊图像进行复原时效果欠佳的问题,提出一种基于边缘约束与范数比值的图像盲复原算法.该算法首先对退化图像的边缘进行约束,得到图像的强边缘结构,提高了点扩散函数估计的准确率;然后对要估计的清晰图像构造范数比值的稀疏惩罚约束项,并将得到的强边缘信息与构造的范数比值惩罚约束项进行结合用于指引点扩散函数的复原;在对点扩散函数进行复原时,由粗到细多尺度交替迭代估计点扩散函数,使得迭代出的最大尺度更加精确;最后对图像进行非盲解卷积求解,使其复原.该算法将退化图像的边缘信息与构造的范数比值惩罚约束项进行结合指导点扩散函数的复原,可以抑制图像在复原过程中产生的大量伪迹.实验结果表明,该算法对恢复图像边缘细节具有很好的效果,可以得到优质的复原图像. 展开更多
关键词 图像盲复原 多尺度 范数比值 强边缘 点扩散函数
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类THAAD导引头气动光学效应计算研究
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作者 江涛 丁明松 +3 位作者 刘庆宗 李鹏 傅杨奥骁 黄发霖 《红外》 CAS 2024年第6期48-56,共9页
针对类美国末段高空域防御(Terminal High Altitude Area Defense,THAAD)系统的红外导引头外形,开展了气动光学效应计算分析,并将其用于飞行器设计。利用国家数值风洞工程高速流场计算软件NNW-HyFLOW,考虑热化学非平衡效应和材料传热耦... 针对类美国末段高空域防御(Terminal High Altitude Area Defense,THAAD)系统的红外导引头外形,开展了气动光学效应计算分析,并将其用于飞行器设计。利用国家数值风洞工程高速流场计算软件NNW-HyFLOW,考虑热化学非平衡效应和材料传热耦合效应,对导引头典型状态的流场进行了模拟,获得了流场的密度、温度、压力等参数和窗口的温度场参数。基于流场参数,利用HyFLOW气动光学传输效应计算功能,开展了红外光学传输成像计算;利用HyFLOW气动光学辐射效应计算模块,开展了流场和光学窗口的热辐射计算。计算结果表明,类THAAD导引头在30 km以上飞行时,流场和光学窗口基本不会影响目标信号的光学传输成像,但流场和窗口的热辐射效应会对导引头识别目标造成影响。不过随着飞行高度的升高,这种影响会减小。 展开更多
关键词 类THAAD导引头 气动光学效应 红外成像 点扩展函数 红外辐射
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基于谱分析的红外成像模糊去除算法研究
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作者 徐祖新 王霄 +1 位作者 李鹏 乔俊 《应用光学》 CAS 北大核心 2024年第4期751-758,共8页
针对红外成像中出现的像差和运动模糊问题,提出了一种基于谱分析的红外成像模糊去除算法。该方法通过对模糊问题的分析,利用红外图像频谱信息构建了模糊函数估计方法,通过数据拟合项和正则项的优化,实现红外图像的模糊去除。实验在运动... 针对红外成像中出现的像差和运动模糊问题,提出了一种基于谱分析的红外成像模糊去除算法。该方法通过对模糊问题的分析,利用红外图像频谱信息构建了模糊函数估计方法,通过数据拟合项和正则项的优化,实现红外图像的模糊去除。实验在运动模糊图像数据集和静态像差图像上进行测试,结果表明:在数据集模糊去除实验上,相比之前的方法,本文方法峰值信噪比(PSNR,peak signal-to-noise ratio)提升了2.01 dB,结果相似性(SSIM,structural similarity index)提升了0.06;静态像差图像在实验室条件下通过短波红外探测器采集,算法在主观上有较明显的复原效果,且针对高通量光学系统成像复原效果更为显著。 展开更多
关键词 图像复原 像差校正 红外图像 相对孔径 点扩散函数
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计算成像技术中的点扩散函数工程
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作者 乔敏达 白林阁 +6 位作者 王书恒 王天宇 董雪 相萌 刘飞 刘金鹏 邵晓鹏 《数据采集与处理》 CSCD 北大核心 2024年第2期271-296,共26页
围绕光学成像中点扩散函数(Point spread function,PSF)在计算成像中的新内涵与应用,介绍了传统光学成像中PSF的概念以及PSF在光学系统设计中关键作用,并简要说明了几种利用PSF恢复图像算法以及图像评价指标。在此基础上以计算成像框架... 围绕光学成像中点扩散函数(Point spread function,PSF)在计算成像中的新内涵与应用,介绍了传统光学成像中PSF的概念以及PSF在光学系统设计中关键作用,并简要说明了几种利用PSF恢复图像算法以及图像评价指标。在此基础上以计算成像框架下信息传递的视角重新审视了PSF的内涵,从狭义、广义光学系统两个方面对计算成像领域中的相关研究进行了归纳总结,最后展望了PSF工程技术的应用前景及发展趋势。 展开更多
关键词 点扩散函数 计算成像 成像系统 计算复原 图像处理
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新一代帕洛马天文台光谱仪的虚拟刀口欠采样像质测量方法
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作者 汤丽峰 胡中文 +2 位作者 陈儒 周楠 季杭馨 《光子学报》 EI CAS CSCD 北大核心 2024年第4期11-19,共9页
天文光谱仪的成像质量可用点扩散函数或线扩散函数来表征,但其相对于光谱仪探测器通常为欠采样,很难直接测量。在新一代帕洛马天文台光谱仪的像质测试中引入虚拟刀口法进行光源物面扫描,并应用虚拟刀口法开展欠采样光谱仪像质及光源尺... 天文光谱仪的成像质量可用点扩散函数或线扩散函数来表征,但其相对于光谱仪探测器通常为欠采样,很难直接测量。在新一代帕洛马天文台光谱仪的像质测试中引入虚拟刀口法进行光源物面扫描,并应用虚拟刀口法开展欠采样光谱仪像质及光源尺度测量,通过模拟和实验研究,对比分析过采样经典直边刀口法和过采样直接测量方法,验证了虚拟刀口法具有良好的测量精度。在693 nm处,直边刀口法测得光谱仪过采样线扩散函数的半高全宽为7.05μm,虚拟刀口法测量欠采样线扩散函数的半高全宽为7.14μm,测量误差为1.3%。在0.3"视场的光源尺度下,虚拟刀口法测得689、693、701 nm欠采样线扩散函数的半高全宽分别为24.2、27.7、30.8μm,以过采样直接测量结果为参考,其测量准确度分别为98.3%,93.9%和88.8%。实验结果表明,探测器成像严重欠采样时,采用光源物面扫描的虚拟刀口法可准确测量光谱仪的成像质量,该方法结合色散系数还可实现光谱仪分辨率的测量,相关研究工作可为天文光谱仪像质的直接测量提供借鉴。 展开更多
关键词 点扩散函数 线扩散函数 虚拟刀口 欠采样成像 像质测量
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用于三维单颗粒示踪的多焦面双螺旋点扩散函数显微研究
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作者 马光鹏 龚振权 +4 位作者 聂梦娇 曹慧群 屈军乐 林丹樱 于斌 《物理学报》 SCIE EI CAS CSCD 北大核心 2024年第10期362-371,共10页
双螺旋点扩散函数(double-helix point spread function,DH-PSF)显微可实现纳米尺度的三维单颗粒示踪(three-dimensional single particle tracking,3D SPT),被广泛应用于生命科学等领域,但DH-PSF显微的成像景深和定位精度有限,限制了... 双螺旋点扩散函数(double-helix point spread function,DH-PSF)显微可实现纳米尺度的三维单颗粒示踪(three-dimensional single particle tracking,3D SPT),被广泛应用于生命科学等领域,但DH-PSF显微的成像景深和定位精度有限,限制了其在活体厚样品中的应用.为了解决此问题,本文提出了一种基于轴向分光棱镜的多焦面DH-PSF显微(z-splitter prism-based multifocus DH-PSF microscopy,ZPMDM)方法和系统,通过将基于轴向分光棱镜的多焦面显微与DH-PSF相结合,在无需扫描的情况下提高DH-PSF显微的轴向定位范围和定位精度,解决完整活细胞内3D SPT的大景深探测难题.通过系统标定,ZPMDM中3个通道的平均三维定位精度分别为σ_(L(x,y,z))=(4.4 nm,4.6 nm,10.5 nm),σ_(M(x,y,z))=(4.3 nm,4.2 nm,8.2 nm),以及σ_(R(x,y,z))=(4.8 nm,4.4 nm,10.3 nm),DH-PSF的有效景深扩展至6μm,实现了大景深范围内的甘油-水混合溶液中的荧光微球示踪,并初步研究了活巨噬细胞的吞噬现象,进一步验证了该方法的有效性,对于3D SPT的发展和应用具有重要意义. 展开更多
关键词 三维单颗粒示踪 双螺旋点扩散函数 多焦面显微
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基于深度学习的太赫兹去卷积图像超分辨率重建
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作者 邹佳岐 周胜灵 +4 位作者 祝诗平 李博鑫 唐茂杰 张越 刘寅峰 《西南大学学报(自然科学版)》 CAS CSCD 北大核心 2024年第10期200-211,共12页
太赫兹光谱成像技术不仅能获取检测对象在三维图像空间中的几何信息,同时也能提取其在太赫兹波段的光谱信息,因此该技术已在众多领域表现出巨大的应用潜力.但由于技术设备结构复杂,成本较高,且太赫兹波长较长导致其成像空间分辨率较低,... 太赫兹光谱成像技术不仅能获取检测对象在三维图像空间中的几何信息,同时也能提取其在太赫兹波段的光谱信息,因此该技术已在众多领域表现出巨大的应用潜力.但由于技术设备结构复杂,成本较高,且太赫兹波长较长导致其成像空间分辨率较低,边缘细节模糊,如何在现有设备基础上提高太赫兹成像分辨率成为目前亟需解决的关键问题.针对该问题,以STC89C51单片机为检测对象,利用太赫兹时域光谱数据,结合深度学习,实现了太赫兹光谱成像的超分辨率重建.试验采用太赫兹时域光谱检测系统对样品进行逐点扫描,指定0.738 THz进行频域成像,通过构建点扩散函数对太赫兹图像去卷积增强,并确定以光束穿透深度z=2 mm的去卷积太赫兹图像作为参考图像.考虑太赫兹图像实际采集过程中可能受到多种复杂噪声的影响,通过双三次插值降采样(BI)、高斯模糊下采样(BD)、双三次插值下采样+高斯白噪声(BN)与高斯模糊下采样+高斯白噪声(DN)4种不同的降采样方式模拟太赫兹降质图像.采用Real-ESRGAN深度学习方法对降质图像进行超分辨率重建,同时与SRResNet、EDSR、SRGAN、ESRGAN方法的重建结果进行对比.采用峰值信噪比、结构相似性以及主观平均得分3种评价指标对重建结果进行评价.评价结果表明:Real-ESRGAN的BI、BD、BN、DN 4种降质图像的超分辨率重建效果的各项指标表现均优于其他算法,实现了对芯片特征信息的增强和图像成像精度的提高,为太赫兹图像超分辨率重建技术提供了一种新的优化思路. 展开更多
关键词 太赫兹光谱 点扩散函数 图像处理 深度学习 超分辨率
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深度域保真与高分辨期望成像子波
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作者 盛燊 王华忠 +3 位作者 吴成梁 许荣伟 聂振波 辛可锋 《石油物探》 CSCD 北大核心 2024年第4期755-765,共11页
地震分辨率在地震数据采集、地震波成像处理和地震地质解释各阶段都具有非常重要的指导性意义。以地震子波主频、优势频带甚至倍频程为标志的地震分辨率描述方法已经不能满足当前及今后以岩性储层描述为目标的地震勘探需求,需要给地震... 地震分辨率在地震数据采集、地震波成像处理和地震地质解释各阶段都具有非常重要的指导性意义。以地震子波主频、优势频带甚至倍频程为标志的地震分辨率描述方法已经不能满足当前及今后以岩性储层描述为目标的地震勘探需求,需要给地震分辨率赋予新的内涵。根据地震波反演成像理论,指出决定成像结果分辨能力的是Hessian算子(或成像子波),而决定Hessian算子的因素包括激发和接收地震子波、采集孔径(宽方位和长偏移距)、偏移速度场和偏移算子。认为成像子波完整的振幅谱形态决定了它的分辨能力。从成像分辨率定义切入,讨论了地震分辨率的内涵及其影响因素,将地震分辨能力归结为成像剖面上成像子波的分辨能力,进一步分析认为拥有低中频占优的宽带振幅谱的成像子波具有更强的分辨能力。根据深度域保真与高分辨成像子波的物理含义及给定目标层位保真分辨的需求,提出了期望成像子波的概念,给出了当前成像子波的旁瓣不畸变相邻地层反射子波的主瓣幅值是保真分辨的定义,保真分辨是高精度宽带弹性参数(宽带波阻抗)重构的必要条件。上述与成像分辨率相关的新概念对以宽方位、宽频带、高密度和高信噪比地震数据采集技术+FWI反演成像技术为代表的新时期的实际地震数据的采集、成像处理和地震地质解释具有更明确的指导意义。 展开更多
关键词 地震分辨率 保真与高分辨 激发与接收地震子波 成像子波 点扩散函数 期望成像子波
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