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分割线扫描鱼眼图像有效区域提取算法 被引量:3
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作者 程德强 刘洋 +2 位作者 柳雪 赵国 张佳琳 《电视技术》 北大核心 2015年第6期1-4,42,共5页
对于超大广角鱼眼图像的校正,关键是必须准确地提取出鱼眼图像的有效区域,并且同时确定有效区域的中心和半径。现有的鱼眼镜头校正算法针对高清鱼眼视频监控有一定的不足,因此为满足高清鱼眼视频监控的高分辨率需求,在现有算法的基础上... 对于超大广角鱼眼图像的校正,关键是必须准确地提取出鱼眼图像的有效区域,并且同时确定有效区域的中心和半径。现有的鱼眼镜头校正算法针对高清鱼眼视频监控有一定的不足,因此为满足高清鱼眼视频监控的高分辨率需求,在现有算法的基础上提出一种分割线扫描算法。该算法首先划定一条特定水平分割线,由此寻找最接近边界线的范围区域,减少不必要像素点的检测,然后在此区域内精确寻找有效区域边界线。经实验表明,该算法在不降低提取精度的同时,可以显著降低鱼眼图像有效区域提取的时间复杂度和计算量,将以往算法的200万计算量降低到万量级以下。 展开更多
关键词 鱼眼镜头 轮廓提取 分割线扫描
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基于多模型融合的肺部CT新冠肺炎病灶区域自动分割
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作者 史天意 程枫 +3 位作者 李震 郑传胜 许永超 白翔 《自动化学报》 EI CAS CSCD 北大核心 2023年第2期317-328,共12页
自2019年末以来,全球蔓延的新型冠状病毒(Coronavirus disease 2019,Covid-19)已经给世界人民造成了严重的健康威胁.其中新型冠状病毒患者的计算机断层扫描(Computer tomography,CT)图像通过肺炎病灶分割技术可以为医学诊断提供有价值... 自2019年末以来,全球蔓延的新型冠状病毒(Coronavirus disease 2019,Covid-19)已经给世界人民造成了严重的健康威胁.其中新型冠状病毒患者的计算机断层扫描(Computer tomography,CT)图像通过肺炎病灶分割技术可以为医学诊断提供有价值的量化信息.虽然目前基于深度学习的方法已经在新型冠状病毒肺炎病灶分割任务上取得了良好的效果,但是在面对不同中心数据的情况下分割效果往往会大幅下降.因此,研究一种具有更好泛化性能的新型冠状病毒肺炎病灶分割算法具有重要意义.提出一种新冠肺炎病灶多模型融合分割方法.通过训练3DUnet模型和2DUnet结合方向场(Direction field,DF)模型,利用多种模型各自优点进行分割结果的融合,得到更好的泛化性能.通过同中心和跨中心数据集的实验,证明该方法能够有效提高新冠肺炎病灶分割的泛化性能,为医学诊断分析提供帮助. 展开更多
关键词 新冠肺炎 计算机断层扫描影像分割 深度学习 泛化性能
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消除局部极值的多尺度形态学肝脏肿瘤CT图像分割方法 被引量:2
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作者 陈璐 王小鹏 +1 位作者 张华卫 吴双 《计算机应用》 CSCD 北大核心 2015年第8期2332-2335,共4页
针对肝脏CT图像中因灰度不均、边缘模糊等造成肿瘤难以准确分割的问题,提出了一种消除局部极值的多尺度形态学分割方法。首先利用面积算子对图像进行预处理,在平滑图像的同时,保持目标区域的边缘信息;其次融合梯度图像中不同极值的邻域... 针对肝脏CT图像中因灰度不均、边缘模糊等造成肿瘤难以准确分割的问题,提出了一种消除局部极值的多尺度形态学分割方法。首先利用面积算子对图像进行预处理,在平滑图像的同时,保持目标区域的边缘信息;其次融合梯度图像中不同极值的邻域统计信息和形态属性(深度和尺度)区分极值,通过设定不同大小的结构元素,对不同极值采用多尺度结构元素进行闭运算,在消除伪局部极值的同时实现图像的自适应修正;最后利用分水岭变换分割肝脏肿瘤。实验结果表明,该方法能够在保持图像边缘的同时,有效减轻过分割现象,实现肝脏肿瘤的准确分割。 展开更多
关键词 电子计算机断层扫描图像分割 局部极值 结构元素 多尺度形态学 分水岭
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扫描仪使用技巧之不完全手册(下)
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作者 HJG 《计算机应用文摘》 2003年第8期66-66,共1页
关键词 扫描 分割扫描 合并处理 全区域扫描
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全局特征及多层次特征聚合的冠脉分割算法 被引量:1
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作者 顾佳 方志军 田方正 《计算机科学与探索》 CSCD 北大核心 2021年第5期958-970,共13页
冠脉计算机断层扫描血管造影(CTA)图像分割在辅助医生判断血管堵塞、血管疾病诊断等许多实际应用中发挥重要作用。针对CTA图像中存在大量噪声和FCN、U-Net、V-Net等经典深度学习算法分割结果不细腻的问题,提出了全局特征及多层次特征聚... 冠脉计算机断层扫描血管造影(CTA)图像分割在辅助医生判断血管堵塞、血管疾病诊断等许多实际应用中发挥重要作用。针对CTA图像中存在大量噪声和FCN、U-Net、V-Net等经典深度学习算法分割结果不细腻的问题,提出了全局特征及多层次特征聚合网络。这种新型的网络由全局特征模块、特征融合与V形细化多层次特征聚合模块以及深度监督三部分组成。全局特征模块综合早期和后期特征信息,在融合丰富的细节和语义信息基础上实现对原始CTA图像过滤操作,生成基础特征。细化V形模块在基础特征的基础上生成不同层次的细化特征图,通过聚合不同层次的细化特征图,得到精准冠脉分割图像。此外,在每一个细化V形模块之后加入深度监督机制来避免梯度消失的问题。对提出的方法进行了定量与定性的分析,结果表明,该方法优于主流基线。消融实验也证明了每个模块的有效性。 展开更多
关键词 冠脉计算机断层扫描血管造影(CTA)分割 全局特征 细化V形 多层次特征聚合 深度监督
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CT阈值分割法在肺内亚实性结节病理学分类和浸润等级判定中的应用
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作者 黄伟康 吴水天 +2 位作者 陈洁文 霍杰坤 文戈 《深圳中西医结合杂志》 2021年第5期92-95,F0003,共5页
目的:探讨CT阈值分割法在肺内磨玻璃结节和部分实性结节病理学分类和浸润等级判定中的应用价值。方法:选取2019年1月至2020年11月南方医院增城分院计算机断层扫描(CT)影像科检查出的90例肺内亚实性结节(SSN)患者,根据病理检查结果分为... 目的:探讨CT阈值分割法在肺内磨玻璃结节和部分实性结节病理学分类和浸润等级判定中的应用价值。方法:选取2019年1月至2020年11月南方医院增城分院计算机断层扫描(CT)影像科检查出的90例肺内亚实性结节(SSN)患者,根据病理检查结果分为低浸润组50例和高浸润组40例,比较两组患者的CT扫描定量参数及其在浸润等级中的独立预测因素,进而分析CT阈值分割法对SSN患者病理浸润等级判断的临床价值。结果:不同CT阈值下,阈值为–250 HU时,亚实性结节类型诊断效能最高。高浸润组肺窗实性一维长径(1D–SCLW)、肺窗实性二维长径(2D–SCLW)、纵膈窗实性一维长径(1D–SCMW)、纵膈窗实性二维长径(2D–SCMW)、安全阈值(SCT)等CT扫描定量参数均显著高于低浸润组,差异均具有统计学意义(P<0.001)。对CT定量参数进行多因素回归分析发现,SCT是亚实性肺结节病理浸润的独立预测因素〔OR=1.164,95 % CI(1.137,1.192)〕。结论:CT阈值分割法可准确判断SSN类型,并进行定量体积分析,SCT是病理浸润等级的独立预测因素,且SCT越大,肺结节浸润程度越高。 展开更多
关键词 肺内亚实性结节 腺癌 肺内磨玻璃结节 肺内部分实性结节 计算机断层扫描阈值分割
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The Segmentation of FMI Image Based on 2-D Dyadic Wavelet Transform 被引量:6
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作者 刘瑞林 仵岳奇 +1 位作者 柳建华 马勇 《Applied Geophysics》 SCIE CSCD 2005年第2期89-93,i0001,共6页
A key aspect in extracting quantitative information from FMI logs is to segment the FMI image to get images of pores, vugs and fractures. A segmentation method based on the dyadic wavelet transform in 2-D is introduce... A key aspect in extracting quantitative information from FMI logs is to segment the FMI image to get images of pores, vugs and fractures. A segmentation method based on the dyadic wavelet transform in 2-D is introduced in this paper. The first step is to find all the edge pixels of the FMI image using the 2-D wavelet transform. The second step is to calculate a segmentation threshold based on the average value of the edge pixels. Field data processing examples show that sub-images of vugs and fractures can be correctly separated from original FMI data continuously and automatically along the depth axis. The image segmentation lays the foundation for in-situ parameter calculation. 展开更多
关键词 FMI image wavelet transform image segmentation CARBONATE FRACTURES and vugs
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A new optimal approach to segmentation of 2D range scans to line sections 被引量:1
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作者 张亮 蒋荣欣 陈耀武 《Journal of Central South University》 SCIE EI CAS 2009年第5期807-814,共8页
In order to obtain a compact and exact representation of 2D range scans,UKF(unscented Kalman filter) and CDKF(central difference Kalman filter) were proposed for extracting the breakpoint of the laser data. Line extra... In order to obtain a compact and exact representation of 2D range scans,UKF(unscented Kalman filter) and CDKF(central difference Kalman filter) were proposed for extracting the breakpoint of the laser data. Line extraction was performed in every continuous breakpoint region by detecting the optimal angle and the optimal distance in polar coordinates,and every breakpoint area was constructed with two points. As a proof to the method,an experiment was performed by a mobile robot equipped with one SICK laser rangefinder,and the results of UKF/CDKF in breakpoint detection and line extraction were compared with those of the EKF(extended Kalman filter) . The results show that the exact geometry of the raw laser data of the environments can be obtained by segmented raw measurements(combining the proposed breakpoint detection approach with the line extraction method) ,and method UKF is the best one compared with CDKF and EKF. 展开更多
关键词 line extraction breakpoint detection unscented Kalman filter central difference Kalman filter extended Kalman filter
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Automated extraction of expressway road surface from mobile laser scanning data 被引量:3
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作者 TRAN Thanh Ha TAWEEP Chaisomphob 《Journal of Central South University》 SCIE EI CAS CSCD 2020年第7期1917-1938,共22页
This paper presents a voxel-based region growing method for automatic road surface extraction from mobile laser scanning point clouds in an expressway environment.The proposed method has three major steps:constructing... This paper presents a voxel-based region growing method for automatic road surface extraction from mobile laser scanning point clouds in an expressway environment.The proposed method has three major steps:constructing a voxel model;extracting the road surface points by employing the voxel-based segmentation algorithm;refining the road boundary using the curb-based segmentation algorithm.To evaluate the accuracy of the proposed method,the two-point cloud datasets of two typical test sites in an expressway environment consisting of flat and bumpy surfaces with a high slope were used.The proposed algorithm extracted the road surface successfully with high accuracy.There was an average recall of 99.5%,the precision was 96.3%,and the F1 score was 97.9%.From the extracted road surface,a framework for the estimation of road roughness was proposed.Good agreement was achieved when comparing the results of the road roughness map with the visual image,indicating the feasibility and effectiveness of the proposed framework. 展开更多
关键词 mobile laser scanning SEGMENTATION road surface EXPRESSWAY VOXELIZATION point cloud
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New scheme of optical switch technology of time division
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作者 GAO Ze-hua QI Yong-xing JI Yue- feng QIAN Zong-jue 《Optoelectronics Letters》 EI 2006年第2期122-124,共3页
The optical time division switch scheme using optical scanning was proposed in this paper.Quick switching can be realized by the optical element and optical system based on the proposed scheme.The modulation velocity ... The optical time division switch scheme using optical scanning was proposed in this paper.Quick switching can be realized by the optical element and optical system based on the proposed scheme.The modulation velocity of the proposed scheme can be of the order of nanosecond,which is quick enough for the next generation of optical communication.This scheme will be a key technology in the optical network.The principle of the scheme is studied.The structure of the scheme is proposed and the performance is analyzed. 展开更多
关键词 光学开关 时间分割 光学扫描 光学通信
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Automatic Airway Deletion in Pulmonary Segmentation
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作者 王平 庄天戈 《Journal of Shanghai Jiaotong university(Science)》 EI 2005年第2期190-192,共3页
A method of removing the airway from pulmonary segmentation image was proposed. This method firstly segments the image into several separate regions based on the optimum threshold and morphological operator, and then ... A method of removing the airway from pulmonary segmentation image was proposed. This method firstly segments the image into several separate regions based on the optimum threshold and morphological operator, and then each region is labeled and noted with its mean grayscale. Therefore, most of the non-lung regions can be removed according to the tissue’s Hounsfield units (HU) and the imaging modality. Finally, the airway region is recognized and deleted automatically through using the priori information of its HU and size. This proposed method is tested using several clinical images, yielding satisfying results. 展开更多
关键词 computerized tomography image segmentation optimal threshold
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A Quantitative Analysis of Dose Distributions of Two Tangential Whole Breast Irradiation Techniques
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作者 Tamara Jovanovic Jelena Stankovic +1 位作者 Dragan Nikolic Jelica Jovev 《Journal of Physical Science and Application》 2016年第5期27-30,共4页
We compared DVHs (dose volume histograms) of two tangential irradiation techniques for whole breast RT (radiotherapy) CT (computed tomography) based 2D (two dimensional) technique with wedge filters and 3D CRT... We compared DVHs (dose volume histograms) of two tangential irradiation techniques for whole breast RT (radiotherapy) CT (computed tomography) based 2D (two dimensional) technique with wedge filters and 3D CRT (three dimensional conformal radiotherapy) with segmented fields. These two modalities are commonly used in external beam radiotherapy of breast cancer in Clinical Center Nis, Clinic of Oncology, Serbia. Therapy plans that employed two techniques were generated for eighteen patients. Dosimetric outcomes of each technique were investigated. The maximum dose of breast CTV was significantly reduced from 55.83 Gy for 2D to 54.1 Gy for 3D CRT. Also, the maximum dose of lung tissue decreased from 51.81 Gy for 2D to 49.61 Gy for 3D. The dose conformity and uniformity were much better with 3D CRT segmented field technique. 展开更多
关键词 Breast cancer conformal technique virtual simulation tangential fields segmented fields.
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Intraretinal layer segmentation and parameter measurement in optic nerve head region through energy function of spatial-gradient continuity constraint
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作者 CHEN Zai-liang WEI Hao +4 位作者 SHEN Hai-lan PENG Peng YUE Ke-juan LI Jian-feng ZOU Bei-ji 《Journal of Central South University》 SCIE EI CAS CSCD 2018年第8期1938-1947,共10页
For the diagnosis of glaucoma,optical coherence tomography(OCT)is a noninvasive imaging technique for the assessment of retinal layers.To accurately segment intraretinal layers in an optic nerve head(ONH)region,we pro... For the diagnosis of glaucoma,optical coherence tomography(OCT)is a noninvasive imaging technique for the assessment of retinal layers.To accurately segment intraretinal layers in an optic nerve head(ONH)region,we proposed an automatic method for the segmentation of three intraretinal layers in eye OCT scans centered on ONH.The internal limiting membrane,inner segment and outer segment,Bruch’s membrane surfaces under vascular shadows,and interaction of multiple high-reflectivity regions in the OCT image can be accurately segmented through this method.Then,we constructed a novel spatial-gradient continuity constraint,termed spatial-gradient continuity constraint,for the correction of discontinuity between adjacent image segmentation results.In our experiment,we randomly selected 20 B-scans,each annotated three retinal layers by experts.Signed distance errors of?0.80μm obtained through this method are lower than those obtained through the state-of-art method(?1.43μm).Meanwhile,the segmentation results can be used as bases for the diagnosis of glaucoma. 展开更多
关键词 surface segmentation parameter measurement optical coherence tomography optic nerve head spatial-gradient continuity constraints
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An advanced segmentation using area and boundary tracing technique in extraction of lungs region
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作者 Kiran THAPALIYA Sang-Woong LEE +2 位作者 Jae-Young PYU Heon JEONG Goo-Rak KWON 《Journal of Central South University》 SCIE EI CAS 2014年第10期3811-3820,共10页
A new method is presented for the segmentation of pulmonary parenchyma. The proposed method is based on the area calculation of different objects in the image. The main purpose of the proposed algorithm is the segment... A new method is presented for the segmentation of pulmonary parenchyma. The proposed method is based on the area calculation of different objects in the image. The main purpose of the proposed algorithm is the segment of the lungs images from the computer tomography(CT) images. The original image is binarized using the bit-plane slicing technique and among the different images the best binarized image is chosen. After binarization, the labeling is done and the area of each label is calculated from which the next level of binarized image is obtained. Then, the boundary tracing algorithm is applied to get another level of binarized image. The proposed method is able to extract lung region from the original images. The experimental results show the significance of the proposed method. 展开更多
关键词 bit-plane slicing technique connected component labeling area tracing boundary tracing
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