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3D characterization and analysis of pore structure of packed ore particle beds based on computed tomography images 被引量:12
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作者 杨保华 吴爱祥 +1 位作者 缪秀秀 刘金枝 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2014年第3期833-838,共6页
Methods and procedures of three-dimensional (3D) characterization of the pore structure features in the packed ore particle bed are focused. X-ray computed tomography was applied to deriving the cross-sectional imag... Methods and procedures of three-dimensional (3D) characterization of the pore structure features in the packed ore particle bed are focused. X-ray computed tomography was applied to deriving the cross-sectional images of specimens with single particle size of 1-2, 2-3, 3-4, 4-5, 5-6, 6-7, 7-8, 8-9, 9-10 ram. Based on the in-house developed 3D image analysis programs using Matlab, the volume porosity, pore size distribution and degree of connectivity were calculated and analyzed in detail. The results indicate that the volume porosity, the mean diameter of pores and the effective pore size (d50) increase with the increasing of particle size. Lognormal distribution or Gauss distribution is mostly suitable to model the pore size distribution. The degree of connectivity investigated on the basis of cluster-labeling algorithm also increases with increasing the particle size approximately. 展开更多
关键词 packed ore particle bed 3d pore structure X-ray computed tomography image analysis
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Use of high-resolution X-ray computed tomography and 3D image analysis to quantify mineral dissemination and pore space in oxide copper ore particles 被引量:8
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作者 Bao-hua Yang Ai-xiang Wu +2 位作者 Guillermo A.Narsilio Xiu-xiu Miao Shu-yue Wu 《International Journal of Minerals,Metallurgy and Materials》 SCIE EI CAS CSCD 2017年第9期965-973,共9页
Mineral dissemination and pore space distribution in ore particles are important features that influence heap leaching performance. To quantify the mineral dissemination and pore space distribution of an ore particle,... Mineral dissemination and pore space distribution in ore particles are important features that influence heap leaching performance. To quantify the mineral dissemination and pore space distribution of an ore particle, a cylindrical copper oxide ore sample (I center dot 4.6 mm x 5.6 mm) was scanned using high-resolution X-ray computed tomography (HRXCT), a nondestructive imaging technology, at a spatial resolution of 4.85 mu m. Combined with three-dimensional (3D) image analysis techniques, the main mineral phases and pore space were segmented and the volume fraction of each phase was calculated. In addition, the mass fraction of each mineral phase was estimated and the result was validated with that obtained using traditional techniques. Furthermore, the pore phase features, including the pore size distribution, pore surface area, pore fractal dimension, pore centerline, and the pore connectivity, were investigated quantitatively. The pore space analysis results indicate that the pore size distribution closely fits a log-normal distribution and that the pore space morphology is complicated, with a large surface area and low connectivity. This study demonstrates that the combination of HRXCT and 3D image analysis is an effective tool for acquiring 3D mineralogical and pore structural data. 展开更多
关键词 high-resolution X-ray computed tomography 3d image analysis ore particles mineral dissemination pore space
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A novel technique of three-dimensional reconstruction segmentation and analysis for sliced images of biological tissues 被引量:3
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作者 李晶 赵海燕 +4 位作者 阮兴云 徐永清 孟伟正 李鲲鹏 张景强 《Journal of Zhejiang University-Science B(Biomedicine & Biotechnology)》 SCIE CAS CSCD 2005年第12期1210-1212,共3页
A novel technique of three-dimensional (3D) reconstruction, segmentation, display and analysis of series slices of images including microscopic wide field optical sectioning by deconvolution method, cryo-electron micr... A novel technique of three-dimensional (3D) reconstruction, segmentation, display and analysis of series slices of images including microscopic wide field optical sectioning by deconvolution method, cryo-electron microscope slices by Fou-rier-Bessel synthesis and electron tomography (ET), and a series of computed tomography (CT) was developed to perform si-multaneous measurement on the structure and function of biomedical samples. The paper presents the 3D reconstruction seg-mentation display and analysis results of pollen spore, chaperonin, virus, head, cervical bone, tibia and carpus. At the same time, it also puts forward some potential applications of the new technique in the biomedical realm. 展开更多
关键词 Sliced images 3d reconstruction and analysis 3d segmentation CHAPERONIN VIRUS
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Research on Clothing Simulation Design Based on Three-Dimensional Image Analysis 被引量:1
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作者 Wenyao Zhu Xue Li Young-Mi Shon 《Computers, Materials & Continua》 SCIE EI 2020年第10期945-962,共18页
Traditional clothing design models based on adaptive meshes cannot reflect.To solve this problem,a clothing simulation design model based on 3D image analysis technology is established.The model uses feature extractio... Traditional clothing design models based on adaptive meshes cannot reflect.To solve this problem,a clothing simulation design model based on 3D image analysis technology is established.The model uses feature extraction and description of image evaluation parameters,and establishes the mapping relationship between image features and simulation results by using the optimal parameter values,thereby obtaining a three-dimensional image simulation analysis environment.On the basis of this model,by obtaining the response results of clothing collision detection and the results of local adaptive processing of clothing meshes,the cutting form and actual cutting effect of clothing are determined to construct a design model.The simulation results show that compared with traditional clothing design models,clothing simulation design based on 3D image analysis technology has a better effect,with the definition of fabric folds increasing by 40%.More striking contrast between light and dark,the resolution increasing by 30%,and clothing details getting a more real manifestation. 展开更多
关键词 3d image analysis clothing simulation feature extraction optimal solution mapping relationship collision detection grid layout cutting effect
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Image Restoration Using Hybrid Features Improvement on Morphological Component Analysis
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作者 Der-Chang Tseng Ru-Yin Wei +1 位作者 Ching-Ta Lu Ling-Ling Wang 《Journal of Electronic Science and Technology》 CAS CSCD 2019年第4期371-381,共11页
Images are generally corrupted by impulse noise during acquisition and transmission.Noise deteriorates the quality of images.To remove corruption noise,we propose a hybrid approach to restoring a random noisecorrupted... Images are generally corrupted by impulse noise during acquisition and transmission.Noise deteriorates the quality of images.To remove corruption noise,we propose a hybrid approach to restoring a random noisecorrupted image,including a block matching 3D(BM3D)method,an adaptive non-local mean(ANLM)scheme,and the K-singular value decomposition(K-SVD)algorithm.In the proposed method,we employ the morphological component analysis(MCA)to decompose an image into the texture,structure,and edge parts.Then,the BM3D method,ANLM scheme,and K-SVD algorithm are utilized to eliminate noise in the texture,structure,and edge parts of the image,respectively.Experimental results show that the proposed approach can effectively remove interference random noise in different parts;meanwhile,the deteriorated image is able to be reconstructed well. 展开更多
关键词 Adaptive non-local mean(ANLM) block matching 3d(BM3d) image restoration morphological component analysis(MCA) singular value decomposition(SVd).
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SAR tomography imaging via higher-order spectrum analysis 被引量:2
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作者 Wang Jinfeng Pi Yiming 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2009年第4期748-754,共7页
To deal with the non-Caussian noise in standard 2-D SAR images, the deramped signal in imaging plane, and the possible symmetric distribution of complex noise, the fourth-order cumulant of complex process is introduce... To deal with the non-Caussian noise in standard 2-D SAR images, the deramped signal in imaging plane, and the possible symmetric distribution of complex noise, the fourth-order cumulant of complex process is introduced into SAR tomography. With the estimated AR parameters of ARMA model of noise through Yule-Walker equation, the signal series of height is pre-filtered. Then, through ESPRIT, the spectrum is obtained and the aperture in height direction is synthesized. Finally, the SAR tomography imaging of scene is achieved. The results of processing on signal with non-Gaussian noise demonstrate the robustness of the proposed method. The tomography imaging of the scenes shows that the higher-order spectrum analysis is feasible in the application. 展开更多
关键词 synthetic aperture radar 3-d imaging TOMOGRAPHY high-order spectrum analysis nongaussian
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A TENSOR ANALYSIS METHOD FOR ESTIMATING 3-D MOTION PARAMETERS
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作者 李象霖 陈小平 《Journal of Electronics(China)》 1992年第3期209-217,共9页
By using the center projection image sequence to estimate 3-D motion parameters,one needs to know the corresponding relationship between the feature of motion object in spaceand the projection coordinate on image plan... By using the center projection image sequence to estimate 3-D motion parameters,one needs to know the corresponding relationship between the feature of motion object in spaceand the projection coordinate on image plane.In order to avoid using the relationship of featurecorrespondence,the tensor analysis method in the affine transformation system is presented,andthe simulation data of experimental results are given. 展开更多
关键词 SIGNAL processing image SEQUENCE analysis 3-d motion analysis TENSOR analysis method
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3D Depth Measurement for Holoscopic 3D Imaging System
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作者 Eman Alazawi Mohammad Rafiq Swash Maysam Abbod 《Journal of Computer and Communications》 2016年第6期49-67,共19页
Holoscopic 3D imaging is a true 3D imaging system mimics fly’s eye technique to acquire a true 3D optical model of a real scene. To reconstruct the 3D image computationally, an efficient implementation of an Auto-Fea... Holoscopic 3D imaging is a true 3D imaging system mimics fly’s eye technique to acquire a true 3D optical model of a real scene. To reconstruct the 3D image computationally, an efficient implementation of an Auto-Feature-Edge (AFE) descriptor algorithm is required that provides an individual feature detector for integration of 3D information to locate objects in the scene. The AFE descriptor plays a key role in simplifying the detection of both edge-based and region-based objects. The detector is based on a Multi-Quantize Adaptive Local Histogram Analysis (MQALHA) algorithm. This is distinctive for each Feature-Edge (FE) block i.e. the large contrast changes (gradients) in FE are easier to localise. The novelty of this work lies in generating a free-noise 3D-Map (3DM) according to a correlation analysis of region contours. This automatically combines the exploitation of the available depth estimation technique with edge-based feature shape recognition technique. The application area consists of two varied domains, which prove the efficiency and robustness of the approach: a) extracting a set of setting feature-edges, for both tracking and mapping process for 3D depthmap estimation, and b) separation and recognition of focus objects in the scene. Experimental results show that the proposed 3DM technique is performed efficiently compared to the state-of-the-art algorithms. 展开更多
关键词 Holoscopic 3d image Edge detection Auto-Thresholding depthmap Integral image Local Histogram analysis Object Recognition and depth Measurement
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3D Confocal Raman Imaging of Oil-Rich Emulsion from Enzyme-Assisted Aqueous Extraction of Extruded Soybean Powder
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作者 Wu Longkun Wang Limin +5 位作者 Qi Baokun Zhang Xiaonan Chen Fusheng Li Yang Sui Xiaonan Jiang Lianzhou 《大豆科技》 2019年第S01期76-83,96,共9页
The understanding of the structure morphology of oil-rich emulsion from enzyme-assisted extraction processing(EAEP)was a critical step to break the oil-rich emulsion structure in order to recover oil.Albeit EAEP metho... The understanding of the structure morphology of oil-rich emulsion from enzyme-assisted extraction processing(EAEP)was a critical step to break the oil-rich emulsion structure in order to recover oil.Albeit EAEP method has been applied as an alternative way to conventional solvent extraction method,the structure morphology of oil-rich emulsion was still unclear.The current study aimed to investigate the structure morphology of oil-rich emulsion from EAEP using 3 D confocal Raman imaging technique.With increasing the enzymatic hydrolysis duration from 1 to 3 h,the stability of oil-rich emulsion was decreased as visualized in the 3 D confocal Raman images that the protein and oil were mixed together.The subsequent Raman spectrum analysis further revealed that the decreased stability of oil-rich emulsion was due to the protein aggregations via SS bonds or protein-lipid interactions.The conformational transfer in protein indicated the formation of a compact structure. 展开更多
关键词 Enzyme-assisted extraction process Oil-rich emulsion 3d confocal Raman imaging technique Raman spectrum analysis
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一种新的3-D小波变换图像编码方法 被引量:9
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作者 张文忠 沈兰荪 《电子学报》 EI CAS CSCD 北大核心 1997年第10期32-36,共5页
基于图像序列三维小波变换的视频编码技术是一种很有潜力的编码方法.本文针对目前实际中采用的三维小波变换只是一种准三维变换,不能提供对变换结果的统一描述等不足,推导了信号真正的三维小波变换的有关理论及其实现方法.在此基础... 基于图像序列三维小波变换的视频编码技术是一种很有潜力的编码方法.本文针对目前实际中采用的三维小波变换只是一种准三维变换,不能提供对变换结果的统一描述等不足,推导了信号真正的三维小波变换的有关理论及其实现方法.在此基础上,我们将这种三维小波变换方法用于视频图像的编码,模拟结果表明这种编码结构具有良好性能,值得进一步的深入研究. 展开更多
关键词 视频图像编码 3-d小波变换 多分辨率分析
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3D Bounding Box Proposal for on-Street Parking Space Status Sensing in Real World Conditions 被引量:1
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作者 Yaocheng Zheng Weiwei Zhang +1 位作者 Xuncheng Wu Bo Zhao 《Computer Modeling in Engineering & Sciences》 SCIE EI 2019年第6期559-576,共18页
Vision-based technologies have been extensively applied for on-street parking space sensing,aiming at providing timely and accurate information for drivers and improving daily travel convenience.However,it faces great... Vision-based technologies have been extensively applied for on-street parking space sensing,aiming at providing timely and accurate information for drivers and improving daily travel convenience.However,it faces great challenges as a partial visualization regularly occurs owing to occlusion from static or dynamic objects or a limited perspective of camera.This paper presents an imagery-based framework to infer parking space status by generating 3D bounding box of the vehicle.A specially designed convolutional neural network based on ResNet and feature pyramid network is proposed to overcome challenges from partial visualization and occlusion.It predicts 3D box candidates on multi-scale feature maps with five different 3D anchors,which generated by clustering diverse scales of ground truth box according to different vehicle templates in the source data set.Subsequently,vehicle distribution map is constructed jointly from the coordinates of vehicle box and artificially segmented parking spaces,where the normative degree of parked vehicle is calculated by computing the intersection over union between vehicle’s box and parking space edge.In space status inference,to further eliminate mutual vehicle interference,three adjacent spaces are combined into one unit and then a multinomial logistic regression model is trained to refine the status of the unit.Experiments on KITTI benchmark and Shanghai road show that the proposed method outperforms most monocular approaches in 3D box regression and achieves satisfactory accuracy in space status inference. 展开更多
关键词 3d OBJECT PROPOSAL image processing and analysis PARKING space detection fully convolutional network MULTINOMIAL LOGISTIC regression model
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Segmenting Salient Objects in 3D Point Clouds of Indoor Scenes Using Geodesic Distances
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作者 Shashank Bhatia Stephan K. Chalup 《Journal of Signal and Information Processing》 2013年第3期102-108,共7页
Visual attention mechanisms allow humans to extract relevant and important information from raw input percepts. Many applications in robotics and computer vision have modeled human visual attention mechanisms using a ... Visual attention mechanisms allow humans to extract relevant and important information from raw input percepts. Many applications in robotics and computer vision have modeled human visual attention mechanisms using a bottom-up data centric approach. In contrast, recent studies in cognitive science highlight advantages of a top-down approach to the attention mechanisms, especially in applications involving goal-directed search. In this paper, we propose a top-down approach for extracting salient objects/regions of space. The top-down methodology first isolates different objects in an unorganized point cloud, and compares each object for uniqueness. A measure of saliency using the properties of geodesic distance on the object’s surface is defined. Our method works on 3D point cloud data, and identifies salient objects of high curvature and unique silhouette. These being the most unique features of a scene, are robust to clutter, occlusions and view point changes. We provide the details of the proposed method and initial experimental results. 展开更多
关键词 SALIENCY dETECTION 3d image analysis image SEGMENTATION
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DLT算法中象平面误差对三维重构的影响 被引量:8
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作者 杨年峰 王季军 +2 位作者 黄昌华 王人成 金德闻 《中国生物医学工程学报》 CAS CSCD 北大核心 2000年第2期121-130,共10页
DLT算法是利用平面图象进行三维重构的广泛采用的基本算法。本文针对平面图象处理中难以避免的象坐标误差 ,讨论了各坐标误差对三维重构坐标的影响 ,由此分析了三维重构坐标对各象坐标误差的敏感程度 ,并进行了数值模拟实验。结果表明... DLT算法是利用平面图象进行三维重构的广泛采用的基本算法。本文针对平面图象处理中难以避免的象坐标误差 ,讨论了各坐标误差对三维重构坐标的影响 ,由此分析了三维重构坐标对各象坐标误差的敏感程度 ,并进行了数值模拟实验。结果表明三维重构的各分坐标对象坐标误差具有不同的敏感度 ,而且与相机的空间位置有密切的联系。这说明DLT算法中虽然在理论上对相机的空间配置无特别要求 。 展开更多
关键词 dLT算法 人体运动 三维重构 图象处理 平面误差
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高原机场建设工程“3S”技术综合应用 被引量:7
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作者 杨武年 李天华 +7 位作者 廖崇高 刘汉湖 谢春庆 简季 曾涛 戴晓爱 夏涛 万里红 《地球科学进展》 CAS CSCD 北大核心 2008年第5期457-462,共6页
随着国民经济的高速发展,开发新机场和扩建老机场已经成为西部地区发展经济的重要举措。在青藏高原地区,机场建设前期工程中,如机场选址、机场工程地质、生态环境等因素的评价中,采用何种技术方法尤为重要,将直接影响机场建设工程进展... 随着国民经济的高速发展,开发新机场和扩建老机场已经成为西部地区发展经济的重要举措。在青藏高原地区,机场建设前期工程中,如机场选址、机场工程地质、生态环境等因素的评价中,采用何种技术方法尤为重要,将直接影响机场建设工程进展及经费的投入。文章在西藏阿里、四川康定、云南腾冲、昆明小哨等多个机场的工程地质勘察项目实践基础上,探讨"3S"技术在高原区机场建设工程中的作用及其关键技术,提出基于"3S"技术的高原机场建设工程地质勘察关键技术方法,为高原机场建设创优工程与现代化管理提出新的思路。在机场建设工程地质勘察中,应用"3S"技术,通过遥感数字图像处理技术、虚拟现实和全数字摄影测量等高科技,制作测区的高精度正射遥感影像地图以及各个拟选机场的遥感图像三维虚拟动态系列动画图(模型),在此基础上进行场区的构造地质、工程地质、环境地质以及生态环境等特征信息提取和综合评价,为机场建设工程决策者和具体的工作者提供科学依据。 展开更多
关键词 遥感 GIS 3S”技术 机场建设工程 遥感图像三维可视化 影像动态分析
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数字投影三维数字成像的并行DSP实现 被引量:2
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作者 王晓东 彭翔 田劲东 《光子学报》 EI CAS CSCD 北大核心 2008年第7期1459-1463,共5页
提出一种基于数字白光投影的三维数字成像嵌入式DSP处理系统.该系统根据时序变频条纹投影原理,利用TMS320DM642定点DSP和FPGA硬件电路以及多线程软件技术实现了条纹编码、编码图像采集和条纹分析的流水线处理过程.为了提高相位解调算法... 提出一种基于数字白光投影的三维数字成像嵌入式DSP处理系统.该系统根据时序变频条纹投影原理,利用TMS320DM642定点DSP和FPGA硬件电路以及多线程软件技术实现了条纹编码、编码图像采集和条纹分析的流水线处理过程.为了提高相位解调算法的速度,使用软件流水对其进行了优化.对于512×512像素图像,五步相移时的条纹图处理速度可达到39.7fps,能满足快速条纹图处理的要求.测量实验表明,该系统可以实现快速、准确的三维轮廓测量. 展开更多
关键词 三维数字成像 条纹分析 嵌入式系统 数字信号处理 流水线
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水下激光图像序列的3维噪声分析 被引量:1
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作者 韩宏伟 张晓晖 葛卫龙 《激光技术》 CAS CSCD 北大核心 2011年第4期518-521,共4页
为了研究距离选通水下激光成像系统输出图像帧序列的噪声特性,采用3维噪声分析方法,进行了理论分析和实验验证。为了解决实验数据集背景不均匀、样本数较少的问题,根据单帧图像生成综合噪声图像,组成模拟数据集,取得了模拟数据集和实验... 为了研究距离选通水下激光成像系统输出图像帧序列的噪声特性,采用3维噪声分析方法,进行了理论分析和实验验证。为了解决实验数据集背景不均匀、样本数较少的问题,根据单帧图像生成综合噪声图像,组成模拟数据集,取得了模拟数据集和实验数据集的3维噪声分析计算的数据,并进行了比较。结果表明,描述数据集在3个方向上均随机变化的"瞬态像素噪声"分量是距离选通水下激光图像序列的主要噪声源;同时,时域噪声的影响远大于空域噪声。这一结果对距离选通水下激光成像系统设计和图像去噪算法设计是有帮助的。 展开更多
关键词 成像系统 噪声特性 3维噪声分析 综合噪声图像
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东非大裂谷的地壳和上地幔密度结构
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作者 钱知之 杨文采 《地质论评》 CAS CSCD 北大核心 2024年第1期1-8,共8页
利用卫星重力场数据和小波多尺度分析方法对东非大裂谷进行三维密度结构成像,取得了东非大裂谷地壳和上地幔多个深度等效层上的密度扰动图像,为东非大裂谷岩石圈结构和动力学的研究提供了重要佐证。结果表明,东非大裂谷中段的西支裂谷... 利用卫星重力场数据和小波多尺度分析方法对东非大裂谷进行三维密度结构成像,取得了东非大裂谷地壳和上地幔多个深度等效层上的密度扰动图像,为东非大裂谷岩石圈结构和动力学的研究提供了重要佐证。结果表明,东非大裂谷中段的西支裂谷与东支裂谷的幔源熔体同源,但是西支裂谷发育较不充分、形成较晚。东非大裂谷的动力学模式为熔流体上涌的树形分叉模式,其要点包括:(1)低密度流体在软流圈大面积上涌;(2)流体在岩石圈继续上涌,部分转化为基性岩浆岩,平面面积缩小;(3)进入地壳后上涌熔流体分叉成多支,平面总面积进一步缩小;(4)熔流体上涌到上地壳后仅在裂谷带活动,反映为火山链和玄武岩带。 展开更多
关键词 东非大裂谷 卫星重力场 小波多尺度分析 三维密度结构成像 熔流体运动
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Exploring the efficiency of image metric for assessing the visual quality of 3D mesh model
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作者 Li Che Fengju Kang 《International Journal of Modeling, Simulation, and Scientific Computing》 EI 2018年第6期147-170,共24页
Recent developments in 3D graphics technology have led to extensive processes on 3D meshes(e.g.,compression,simplification,transmission and watermarking),these processes unavoidably cause the visual perceptual degrada... Recent developments in 3D graphics technology have led to extensive processes on 3D meshes(e.g.,compression,simplification,transmission and watermarking),these processes unavoidably cause the visual perceptual degradation of the 3D objects.The existing mesh visual quality evaluation metrics either require topology constrain or fail to reflect the perceived visual quality.Meanwhile,for the 3D objects that are observed on 2D screens by the users,it is reasonable to apply image metric to assess the distortion caused by mesh simplification.We attempt to explore the efficiency of image metric for assessing the visual fidelity of the simplified 3D model in this paper.For this purpose,several latest and most effective image metrics,2D snapshots,number and pooling algorithms are involved in our study,and finally tested on the IEETA simplification database.The statistical data allow the researcher to select the optimal parameter for this image-based mesh visual quality assessment and provide a new perspective for the design and performance assessment of mesh simplification algorithms. 展开更多
关键词 image metric 3d model visual quality assessment mesh distortion correlation analysis performance analysis.
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郁金类连续切片组织形态的计算机三维重建与显示图鉴 被引量:5
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作者 肖小河 乔传卓 +3 位作者 苏中武 舒光明 夏文娟 秦松云 《中国药学杂志》 CAS CSCD 北大核心 1998年第4期206-208,共3页
目的:为计算机辅助生药学教学和科研提供新的三维图像技术和资料。方法:采用三角形面元及NURBS(非均匀有理B样条)曲面重建算法并借助SGI三维实时图形卡,实现郁金类中药形态计算机三维重建与动态显示。运用计算机图像定量... 目的:为计算机辅助生药学教学和科研提供新的三维图像技术和资料。方法:采用三角形面元及NURBS(非均匀有理B样条)曲面重建算法并借助SGI三维实时图形卡,实现郁金类中药形态计算机三维重建与动态显示。运用计算机图像定量分析系统,测定郁金类中药有关形态学参数。结果:开发建立了郁金类中药三维重建模型图像及其形态学参数系统。结论:计算机三维重建与显示在生药学和解剖学教学和科研中科学可行,具有良好的应用前景。 展开更多
关键词 郁金 三维重建 图像定量分析 组织形态学
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基于形状自适应PCA的三维块匹配图像去噪 被引量:11
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作者 杨娟 贾振红 +2 位作者 覃锡忠 杨杰 胡英杰 《计算机工程》 CAS CSCD 2013年第3期241-244,共4页
三维块匹配法中3-D变换真实信号的稀疏表达能力较弱,针对该问题,提出一种关于图像去噪的三维块匹配(BM3D)改进算法。采用形状自适应的图像块(邻域)代替BM3D算法中的平方窗图像块,对3-D变换处理的形状自适应图像块进行PCA变换。实验结果... 三维块匹配法中3-D变换真实信号的稀疏表达能力较弱,针对该问题,提出一种关于图像去噪的三维块匹配(BM3D)改进算法。采用形状自适应的图像块(邻域)代替BM3D算法中的平方窗图像块,对3-D变换处理的形状自适应图像块进行PCA变换。实验结果证明,该算法能够有效去除图像的高斯噪声,提高图像的峰值性噪比和结构相似度,且在保持图像的边缘等细节信息方面性能较好,图像视觉效果有明显改善。 展开更多
关键词 形状自适应图像块 主成分分析 三维变换处理 稀疏性 图像去噪
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