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Design, setup, and facilitation of the speckle structured illumination endoscopic system
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作者 Elizabeth Abraham Zhaowei Liu 《Opto-Electronic Science》 2025年第3期17-28,共12页
Structured illumination,a wide-field imaging approach used in microscopy to enhance image resolution beyond the system's diffraction limits,is a well-studied technique that has gained significant traction over the... Structured illumination,a wide-field imaging approach used in microscopy to enhance image resolution beyond the system's diffraction limits,is a well-studied technique that has gained significant traction over the last two decades.However,when translated to endoscopic systems,severe deformations of illumination patterns occur due to the large depth of field(DOF)and the 3D nature of the targets,introducing significant implementation challenges.Hence,this study explores a speckle-based system that best suits endoscopic practices to enhance image resolution by using random illumination patterns.The study presents a prototypic model of an endoscopic add-on,its design,and fabrication facilitated by using the speckle structured illumination endoscopic(SSIE)system.The imaging results of the SSIE are explained on a colon phantom model at different imaging planes with a wide field of view(FOV)and DOF.The obtained imaging metrics are elucidated and compared with state-of-the-art(SOA)high-resolution endoscopic techniques.Moreover,the potential for a clinical translation of the prototypic SSIE model is also explored in this work.The incorporation of the add-on and its subsequent results on the colon phantom model could potentially pave the way for its successful integration and use in futuristic clinical endoscopic trials. 展开更多
关键词 speckle imaging endoscopic add-on colon phantom clinical translation
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High-performance laser speckle contrast image vascular segmentation without delicate pseudo-label reliance
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作者 Shenglan Yao Huiling Wu +8 位作者 Suzhong Fu Shuting Ling Kun Wang Hongqin Yang Yaqin He Xiaolan Ma Xiaofeng Ye Xiaofei Wen Qingliang Zhao 《Journal of Innovative Optical Health Sciences》 2025年第1期117-133,共17页
Laser speckle contrast imaging(LSCI)is a noninvasive,label-free technique that allows real-time investigation of the microcirculation situation of biological tissue.High-quality microvascular segmentation is critical ... Laser speckle contrast imaging(LSCI)is a noninvasive,label-free technique that allows real-time investigation of the microcirculation situation of biological tissue.High-quality microvascular segmentation is critical for analyzing and evaluating vascular morphology and blood flow dynamics.However,achieving high-quality vessel segmentation has always been a challenge due to the cost and complexity of label data acquisition and the irregular vascular morphology.In addition,supervised learning methods heavily rely on high-quality labels for accurate segmentation results,which often necessitate extensive labeling efforts.Here,we propose a novel approach LSWDP for high-performance real-time vessel segmentation that utilizes low-quality pseudo-labels for nonmatched training without relying on a substantial number of intricate labels and image pairing.Furthermore,we demonstrate that our method is more robust and effective in mitigating performance degradation than traditional segmentation approaches on diverse style data sets,even when confronted with unfamiliar data.Importantly,the dice similarity coefficient exceeded 85%in a rat experiment.Our study has the potential to efficiently segment and evaluate blood vessels in both normal and disease situations.This would greatly benefit future research in life and medicine. 展开更多
关键词 Biomedical imaging laser speckle contrast imaging vessel segmentation weakly supervised learning MICROCIRCULATION
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Speckle Transformer:direct classification through scattering media with limited information
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作者 Qi Zhao Zhiyuan Wang +7 位作者 Zhipeng Yu Tianting Zhong Haoran Li Shengfu Cheng Haofan Huang Chi Man Woo Huanhao Li Puxiang Lai 《Advanced Photonics Nexus》 2025年第5期175-182,共8页
Retrieving high-fidelity images from optical speckles remains challenging,especially when the information in speckles is severely insufficient.To address classification through scattering media under such constraints,... Retrieving high-fidelity images from optical speckles remains challenging,especially when the information in speckles is severely insufficient.To address classification through scattering media under such constraints,we propose Speckle Transformer,a vision-transformer-based model that directly classifies objects using raw speckle patterns without intermediate image retrieval.By leveraging inherent features within speckles to extract discriminative features,our approach achieves nearly 90%accuracy for classifying speckles encoded with different images,outperforming traditional retrieval-classification pipelines by up to five times,even with extreme information sparsity(i.e.,1/1024 speckle regions of interest).In addition,we quantify speckle information capacity via information entropy analysis,demonstrating that classification accuracy correlates strongly with the information entropy of speckle autocorrelation.We not only overcome limitations of conventional methods but also establish a paradigm for real-time classification in scattering environments with constrained data. 展开更多
关键词 optical speckles scattering media CLASSIFICATION deep learning information entropy
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Numerical model for evaluating the speckle activity and characteristics of bone tissue under the biospeckle laser system
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作者 Xin Tang Ping Zhong +1 位作者 Yinrui Gao Haowei Hu 《Journal of Innovative Optical Health Sciences》 SCIE EI CAS 2021年第6期102-118,共17页
This paper discusses and studies the composition and characteristics of biospeckle on the surface of bone tissues.We used a laser speckle device to capture biospeckle patterns from fresh pig bone tissue.Traditional sp... This paper discusses and studies the composition and characteristics of biospeckle on the surface of bone tissues.We used a laser speckle device to capture biospeckle patterns from fresh pig bone tissue.Traditional speckle activity metrics were used to measure the speckle activity of ex vivo bone tissue over time.Both Gaussian and Lorentzian correlation functions were used to char-acterize the ordered and disordered motion of the bone surface,together with volume scattering,to construct the model.Using the established mathematical model of the spatio-temporal evo-lution of the biospeckle pattern,it is possible to account for the presence of volume scattering from the biospeckle of bones,quantify the ordered or disordered motions in the biological speckle activity at the current time,and assess the ability of laser speckle correlation technique to determine biological activity. 展开更多
关键词 speckle metrology biospeckle speckle correlation computer simulation osteogenic activity biomedical optics
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LASER SPECKLE MOVEMENT CAUSED BY SURFACE DEFORMATION AND LIGHT WAVELENGTH CHANGE
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作者 Wu Xiaoping Li Zhichao He Shiping (University of Science and Technology of China,Hefei) 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 1991年第2期186-192,共7页
When a surface is illuminated by laser,the field of diffusing reflective light can be described by Fresnel-Kirchhoff integration in the region of Fresnel.If the correlation,before and after the change of intensity fie... When a surface is illuminated by laser,the field of diffusing reflective light can be described by Fresnel-Kirchhoff integration in the region of Fresnel.If the correlation,before and after the change of intensity field,is analysed by statistical method,three governing equations for variations of intensity field and speckle movement formulas can be obtained.In these equations,the surface motion,deformation and wavelength change are all considered to cause the speckle movement. 展开更多
关键词 laser speckle speckle interferometry speckle metrology
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海洋SAR图像小波Speckle滤波及边缘信息提取 被引量:10
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作者 郭子祺 卢刚 +1 位作者 王超 潘广东 《遥感学报》 EI CSCD 北大核心 2001年第6期428-433,T002,共7页
以海洋SAR图像的speckle滤波和边缘信息提取为研究目标 ,构造了以低通带通窄和时域冲击响应系数分布呈左右对称为特征的小波滤波器。这些特征使该小波滤波器在处理突变信号方面具有优良的特性。应用该小波滤波器 ,采用Wiener滤波算法 ,... 以海洋SAR图像的speckle滤波和边缘信息提取为研究目标 ,构造了以低通带通窄和时域冲击响应系数分布呈左右对称为特征的小波滤波器。这些特征使该小波滤波器在处理突变信号方面具有优良的特性。应用该小波滤波器 ,采用Wiener滤波算法 ,对海洋SAR图像进行了speckle滤波及采用Prewitt算子对边缘信息进行提取。用几种经典小波基函数采用相同的滤波算法和边缘增强算子进行了处理 ,并将它们的结果进行了对比分析。结果表明 ,虽然小波基函数在用于speckle滤波方面 ,稍逊其它几种经典小波基函数 ,但是在边缘信息保留方面 ,效果要明显优于其他小波基函数。 展开更多
关键词 SAR图像 speckle滤波 边缘提取 海洋 小波滤波器 噪斑信号 突变信号
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小波软阈值算法去除SAR图像中的Speckle噪声 被引量:11
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作者 池明旻 卢刚 +1 位作者 黄盛璋 李郁 《厦门大学学报(自然科学版)》 CAS CSCD 北大核心 2002年第6期756-758,共3页
在详细分析了Donoho小波软阈值的基础上 ,应用小波变换技术对SAR图像进行分析处理 .使用“小波局部软阈值算法”来计算阈值 ,对高频小波系数进行阈值确定 .求得估计小波系数 ,对其取小波反变换后 ,去除SAR图像中的Speckle噪声 .实验结... 在详细分析了Donoho小波软阈值的基础上 ,应用小波变换技术对SAR图像进行分析处理 .使用“小波局部软阈值算法”来计算阈值 ,对高频小波系数进行阈值确定 .求得估计小波系数 ,对其取小波反变换后 ,去除SAR图像中的Speckle噪声 .实验结果表明此方法对去除Speckle噪声十分有效 。 展开更多
关键词 小波软阈值算法 SAR图像 speckle噪声 小波变换 图像去噪 边缘检测 合成孔径雷达
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一种基于相对标准差的SAR图像Speckle滤波方法 被引量:13
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作者 徐新 廖明生 卜方玲 《遥感学报》 EI CSCD 2000年第3期214-218,共5页
通过分析SAR影像的Speckle局部统计特性和现有的空间滤波算法 ,提出了一种新的Speckle滤波方法 ,该方法以局部相对标准差为主要依据 ,采用特殊的滤波窗口邻域划分方法 ,自适应地调整窗口尺寸和窗口内的滤波区域。该方法被用于多幅ERS 1/... 通过分析SAR影像的Speckle局部统计特性和现有的空间滤波算法 ,提出了一种新的Speckle滤波方法 ,该方法以局部相对标准差为主要依据 ,采用特殊的滤波窗口邻域划分方法 ,自适应地调整窗口尺寸和窗口内的滤波区域。该方法被用于多幅ERS 1/ 2SAR图像去Speckle处理 ,并与以往的典型算法进行了比较实验 ,取得了令人满意的结果。 展开更多
关键词 相对标准差 遥感图像 SAR图像 speckle滤波
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基于非线性加权均值的多方向广义形态滤波算法的Speckle噪声抑制 被引量:1
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作者 蒋立辉 赵春晖 王骐 《信号处理》 CSCD 2003年第2期145-148,共4页
本文提出了一种新的用于散斑噪声抑制的非线性加权均值多方向广义形态滤波算法。对实际激光雷达图像处理结果表明:本文算法具备了小波阈值算法图像边缘保持好和局部统计滤波算法散斑噪声抑制能力强的优点,在算法复杂度降低的前提下具有... 本文提出了一种新的用于散斑噪声抑制的非线性加权均值多方向广义形态滤波算法。对实际激光雷达图像处理结果表明:本文算法具备了小波阈值算法图像边缘保持好和局部统计滤波算法散斑噪声抑制能力强的优点,在算法复杂度降低的前提下具有了与F.Safa的改进算法(广义并行加权多方向形态滤波算法)相当的效果,即有效地抑制了散斑噪声,又保持了图像的几何结构。 展开更多
关键词 激光雷达 非线性加权均值 多方向广义形态滤波算法 speckle噪声抑制 图像处理
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基于CxImage库的SAR图像Speckle噪声抑制 被引量:1
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作者 陈海花 张亮 陈鹏 《电子科技》 2013年第7期54-58,共5页
合成孔径雷达图像的相干斑噪声抑制是SAR信息处理中的一个重要环节。经典的Speckle噪声抑制通常作为一个处理模块集成在软件中,但现有软件代码封装无法二次开发。针对文中提出了一种基于开源图像库CxImage的空间域自适应Speckle噪声抑... 合成孔径雷达图像的相干斑噪声抑制是SAR信息处理中的一个重要环节。经典的Speckle噪声抑制通常作为一个处理模块集成在软件中,但现有软件代码封装无法二次开发。针对文中提出了一种基于开源图像库CxImage的空间域自适应Speckle噪声抑制算法的应用与集成。将CxImage图像库链接入MFC应用程序框架中,利用其图像管理、维护、处理功能对SAR图像进行维护管理,集成多种经典的空间域自适应滤波方法,并以ERS-2卫星的PRISAR数据为例,进行Speckle噪声滤波处理,选取适当的滤波效果评价参数,对滤波结果进行比较,最终得出各滤波算法应用于SAR图像滤波的优劣。 展开更多
关键词 遥感信息处理 SAR speckle噪声 Cximage库
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Laser speckle contrast imaging for monitoring of acutepancreatitis at ischemia-reperfusion injury of thepancreas in rats 被引量:4
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作者 P.A.Dyachenko(Timoshina) A.N.Bashkatov +2 位作者 D.A.Alexandrov V.I.Kochubey V.V.Tuchin 《Journal of Innovative Optical Health Sciences》 SCIE EI CAS 2022年第1期90-102,共13页
The influence of ischemia-reperfusion(I/R)action on pancreatic blood flow(PBF)and the development of acute pancreatitis(AP)in laboratory rats is evaluated in vivo by using the laser speckle contrast imaging(LSCI).Addi... The influence of ischemia-reperfusion(I/R)action on pancreatic blood flow(PBF)and the development of acute pancreatitis(AP)in laboratory rats is evaluated in vivo by using the laser speckle contrast imaging(LSCI).Additionally,the optical properties in norm and under condition of AP in rats were assessed using a modied integrating sphere spectrometer and inverse Monte Carlo(IMC)software.The results of the experimental study of microcirculation of the pancreas in 82 rats in the ischemic model are presented.The data obtained conrm the fact that local ischemia and changes in the blood°ow velocity of the main vessels cause and provoke acute pancreatitis. 展开更多
关键词 Laser speckles contrast of speckle images adaptive algorithm MICROCIRCULATION blood flow acute pancreatitis PANCREAS RATS optical properties integrating sphere spectroscopy
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A review of surface roughness measurements based on laser speckle method 被引量:2
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作者 Mei-qi Shao Dong Xu +6 位作者 Si-yi Li Xiao-gang Zuo Chang-ke Chen Gong-zhuang Peng Jia-min Zhang Xiao-chen Wang Quan Yang 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2023年第10期1897-1915,共19页
Surface roughness is commonly used to characterize material microstructure during processing,and accurate measurement of surface roughness is the premise and foundation of machining.Therefore,online non-destructive me... Surface roughness is commonly used to characterize material microstructure during processing,and accurate measurement of surface roughness is the premise and foundation of machining.Therefore,online non-destructive measurement of surface roughness based on the laser speckle method has become a hot issue in recent research.The improvements in surface roughness measurements based on the laser speckle method are systematically reviewed.Theory of speckle formation is introduced.The statistical properties of the speckle patterns including first-order statistical properties and second-order statistical properties are directly related to surface roughness.Surface roughness measurements based on the laser speckle method are roughly divided into the speckle contrast method,speckle correlation method,and fractal method.The three methods are described in detail,and an extensive comparison among all the methods is presented.The recent progresses and application of surface roughness measurements are reviewed.Finally,surface roughness measurements based on the laser speckle method are prospected and summarized. 展开更多
关键词 Surface roughness Non-destructive measurement Laser speckle method speckle pattern Statistical property
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Ultrasound Speckle Reduction Based on Histogram Curve Matching and Region Growing 被引量:2
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作者 Jinrong Hu Zhiqin Lei +2 位作者 Xiaoying Li Yongqun He Jiliu Zhou 《Computers, Materials & Continua》 SCIE EI 2020年第10期705-722,共18页
The quality of ultrasound scanning images is usually damaged by speckle noise.This paper proposes a method based on local statistics extracted from a histogram to reduce ultrasound speckle through a region growing alg... The quality of ultrasound scanning images is usually damaged by speckle noise.This paper proposes a method based on local statistics extracted from a histogram to reduce ultrasound speckle through a region growing algorithm.Unlike single statistical moment-based speckle reduction algorithms,this method adaptively smooths the speckle regions while preserving the margin and tissue structure to achieve high detectability.The criterion of a speckle region is defined by the similarity value obtained by matching the histogram of the current processing window and the reference window derived from the speckle region in advance.Then,according to the similarity value and tissue characteristics,the entire image is divided into several levels of speckle-content regions,and adaptive smoothing is performed based on these classification characteristics and the corresponding window size determined by the proposed region growing technique.Tests conducted from phantoms and in vivo images have shown very promising results after a quantitative and qualitative comparison with existing work. 展开更多
关键词 Ultrasound speckle histogram matching speckle reduction tissue characterization region growing
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Speckle噪声滤波算法的研究与设计
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作者 景慧丽 杨宝珍 +1 位作者 赵伟舟 刘华 《西北师范大学学报(自然科学版)》 CAS 北大核心 2013年第5期51-53,69,共4页
针对Speckle噪声的复杂性和真值图像的不可知性,结合奇异值分解和曲面拟合进行了消噪算法的研究与设计.首先对局部图像的奇异值分解结果采用中值滤波进行消噪,其次引入参数修正过程以替代传统的阈值处理方法,最后利用曲面拟合技术恢复... 针对Speckle噪声的复杂性和真值图像的不可知性,结合奇异值分解和曲面拟合进行了消噪算法的研究与设计.首先对局部图像的奇异值分解结果采用中值滤波进行消噪,其次引入参数修正过程以替代传统的阈值处理方法,最后利用曲面拟合技术恢复局部图像并获得消噪结果.实验表明,与传统的滤波方法相比,从定性和定量方面进行分析,文中算法对Speckle噪声获得了较为满意的结果. 展开更多
关键词 speckle噪声 奇异值分解 曲面拟合
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基于奇异值分解的Speckle噪声滤波算法研究
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作者 赵伟舟 杨宝珍 景慧丽 《电视技术》 北大核心 2013年第23期12-14,26,共4页
Speckle噪声的复杂性和真值图像的不可知性增加了消噪算法设计的难度,传统算法在设计时借助污染像素估计灰度真值,同时忽略了位置信息对灰度估计的影响。借助奇异值分解和曲面拟合进行了消噪算法的研究与设计,首先在局部窗口进行奇异值... Speckle噪声的复杂性和真值图像的不可知性增加了消噪算法设计的难度,传统算法在设计时借助污染像素估计灰度真值,同时忽略了位置信息对灰度估计的影响。借助奇异值分解和曲面拟合进行了消噪算法的研究与设计,首先在局部窗口进行奇异值分解,并对酉矩阵采用中值滤波进行消噪,其次引入参数修正奇异值以替代传统的阈值处理方法,最后在局部区域利用灰度曲面拟合技术重构消噪图像。实验表明,与传统的均值滤波、中值滤波相比,该算法能获得较为满意的消噪结果,具有较高的峰值信噪比和边缘保留指数。 展开更多
关键词 speckle噪声 奇异值分解 曲面拟合 峰值信噪比 边缘保留指数
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Application of Laser Speckle Technology on the Detection of Agricultural Products
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作者 毕昆 王成 《Agricultural Science & Technology》 CAS 2011年第9期1376-1380,1384,共6页
[Objective] The research aimed at investigating the application of laser speckle technology in agricultural products detection.[Method] This article described the basic principle of the laser speckle technology,provid... [Objective] The research aimed at investigating the application of laser speckle technology in agricultural products detection.[Method] This article described the basic principle of the laser speckle technology,provided a review of application development of the laser speckle technology in agricultural products detection,analyzed the problems in agriculture products detection using laser speckle technology and described the prospects of laser speckle technology in agricultural products detection.[Result] The laser speckle technology is a non-destructive detection technology for quality determination of agricultural products,which can be used to classify the agricultural products reasonably according to the quality of agricultural products.[Conclusion] The article provided reference and consult for laser speckle detection technology research. 展开更多
关键词 Laser speckle Detection of agricultural products Image processing Nondestructive detection
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一种基于模糊神经网络的Speckle图像滤波器
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作者 刘忠仁 孙圣和 《遥测遥控》 2003年第6期35-38,65,共5页
提出一种新的基于模糊神经网络 (FNN)的 Speckle噪声自适应滤波器 ,以实时处理 SAR图像。讨论了模糊神经网络滤波器结构的设计、模糊规则的选取以及采用改进遗传算法进行参数优化的方法 ,最后 ,结合图像处理应用实例 ,与其它传统图像滤... 提出一种新的基于模糊神经网络 (FNN)的 Speckle噪声自适应滤波器 ,以实时处理 SAR图像。讨论了模糊神经网络滤波器结构的设计、模糊规则的选取以及采用改进遗传算法进行参数优化的方法 ,最后 ,结合图像处理应用实例 ,与其它传统图像滤波器进行比较 ,验证所述滤波器在滤除噪声和保持细节纹理方面的有效性。 展开更多
关键词 图像滤波 模糊神经网络 模糊系统 SAR speckle噪声
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THE APPLICATION OF FOURIER TRANSFORM IN REGULARIZED SPECKLE PHOTOGRAPHY
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作者 Zhang Yuanpeng Zhu Huaning Zhou Wenling 《Acta Mechanica Solida Sinica》 SCIE EI 2002年第1期75-80,共6页
Two speckle patterns are recorded using a video cameracorresponding to undisplaced and displaced states into the memory ofa computer. After one pattern is added to another, the displacementof the measured points can b... Two speckle patterns are recorded using a video cameracorresponding to undisplaced and displaced states into the memory ofa computer. After one pattern is added to another, the displacementof the measured points can be calculated by using the Fouriertransform. The expression of displacement field is deduced fornon-uniform displacement, and as an example, a rotatanle disc istested for illustration. The re- sults prove that the present methodis promising. 展开更多
关键词 speckle photography electronic speckle photography DFT digital imageprocessing
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Modified Laser Speckle Imaging with Adaptive Window
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作者 Ho-young JIN Hyun-chool SHIN +2 位作者 Kab-mun CHA Ki-won RHEE Nitish Thakor 《Journal of Measurement Science and Instrumentation》 CAS 2010年第3期238-241,共4页
One of the advantages of laser speckle is detecting microvascular through image processing. This paper proposes a new image processing method for laser speckle, adaptive window method that adaptively processes laser s... One of the advantages of laser speckle is detecting microvascular through image processing. This paper proposes a new image processing method for laser speckle, adaptive window method that adaptively processes laser speckle images in the space. Disadvantage of conventional fixed window method is that it uses the same window size regardless of target areas. Inherently laser speckle contains undesired noise. Thus a large window is helpful for removing the noise, but it results in low resolution of image. Otherwise a small window may detect micro vascular but it has limits in noise removal. To overcome this trade-off, the concept of adaptive window method is newly introduced to conventional laser speckle image analysis. In addition, the modified adaptive window method applied to other selection images. We have compared conventional Laser Speckle Contrast Analysis (LASCA) and its variants with the proposed method in terms of image quality and processing complexity, Moreover compared the result of the accompamed changing sdection images have also been compared. 展开更多
关键词 Laser speckle Contrast Analysis (LASC) adaptive window laser speckle selection image
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Methods and Devices of Speckle-Noise Suppression (Review)
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作者 Igor Kompanets Nikolay Zalyapin 《Optics and Photonics Journal》 2020年第10期219-250,共32页
Speckles in images formed by a laser beam are interference noise arising due to coherent nature of laser radiation. As the number of projection systems using laser light sources increases, new methods and devices appe... Speckles in images formed by a laser beam are interference noise arising due to coherent nature of laser radiation. As the number of projection systems using laser light sources increases, new methods and devices appear for reducing the contrast of speckle-noise and thereby suppressing it. Taking into account the long-standing nature of the problem and the continuing relevance of its solution, this review discusses modern practical methods and devices—despecklers, used to reduce the speckle contrast and to achieve high quality of projected images. The review discusses the nature of the speckles appearance, considers their statistical properties, and describes the measurement of the speckle contrast. The requirements for despecklers are considered, the most important of which are speckle suppression efficiency, simplicity of design and compactness, low power consumption and low optical loss. The characteristics of different types of despecklers, including diffusers, devices based on electroactive polymers, optical waveguides, colloidal solutions and liquid crystals, as well as orthogonal phase matrices and diffraction gratings proposed as despeckers, are examined in detail. It is shown that despecklers with decorrelation of the phase front based on the mirror deformation and optical fiber have less light losses. Electro-optical-liquid crystal despecklers do not have mechanically deformable or moving elements that reduce the reliability and durability of operation, and are more compact and simple in design. A comparative table of characteristics of the most effective despecklers in which the speckle contrast is reduced to ten percent or less, with an indication of their advantages and disadvantages, is given. 展开更多
关键词 Projection System Laser Beam speckle-Noise speckle Suppression
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