首页 > 最新文献

2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro最新文献

英文 中文
A novel multiple particle tracking algorithm for noisy in vivo data by minimal path optimization within the spatio-temporal volume 一种基于时空体内最小路径优化的体内噪声多粒子跟踪算法
Pub Date : 2009-06-28 DOI: 10.1109/ISBI.2009.5193263
Q. Xue, M. Leake
Automated tracking of fluorescent particles in living cells is vital for subcellular stoichoimetry analysis [1, 2]. Here, a new automatic tracking algorithm is described to track multiple particles, based on minimal path optimization. After linking feature points frame-by-frame, spatio-temporal data from time-lapse microscopy are combined together to construct a transformed 3D volume. The trajectories are then generated from the minimal energy path as defined by the solution of the time-dependent partial differential equation using a gray weighted distance transform dynamic programming method. Results from simulated and experimental data demonstrate that our novel automatic method gives sub-pixel accuracy even for very noisy images.
活细胞中荧光颗粒的自动跟踪对于亚细胞化学计量分析至关重要[1,2]。本文提出了一种基于最小路径优化的多粒子自动跟踪算法。在逐帧链接特征点后,将延时显微镜的时空数据组合在一起,构建变换后的三维体。然后利用灰色加权距离变换动态规划方法,从随时间变化的偏微分方程的解定义的最小能量路径生成轨迹。仿真和实验数据的结果表明,即使对噪声很大的图像,该方法也能达到亚像素级的精度。
{"title":"A novel multiple particle tracking algorithm for noisy in vivo data by minimal path optimization within the spatio-temporal volume","authors":"Q. Xue, M. Leake","doi":"10.1109/ISBI.2009.5193263","DOIUrl":"https://doi.org/10.1109/ISBI.2009.5193263","url":null,"abstract":"Automated tracking of fluorescent particles in living cells is vital for subcellular stoichoimetry analysis [1, 2]. Here, a new automatic tracking algorithm is described to track multiple particles, based on minimal path optimization. After linking feature points frame-by-frame, spatio-temporal data from time-lapse microscopy are combined together to construct a transformed 3D volume. The trajectories are then generated from the minimal energy path as defined by the solution of the time-dependent partial differential equation using a gray weighted distance transform dynamic programming method. Results from simulated and experimental data demonstrate that our novel automatic method gives sub-pixel accuracy even for very noisy images.","PeriodicalId":272938,"journal":{"name":"2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro","volume":"9 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2009-06-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115196831","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 16
3D spatial drift correction using Kalman filtering for fluorescence based imaging 基于荧光成像的卡尔曼滤波三维空间漂移校正
Pub Date : 2009-06-28 DOI: 10.1109/ISBI.2009.5193253
Thierry Dorval, C. Moraes, Arnaud Ogier, Lucio Freitas Junior, Auguste Genovesio
In this paper we present a framework for correcting the spatial drift that can occur in 3D optical fluorescence microscopy images. These shifts happen during long time acquisition and can corrupt further analysis. This artifact has to be taken into account especially if the application requires an high spatial detection accuracy. Our correction method is based on the use of a microsphere located within the biological assay. As the bead does not provide the same correction quality for each Z-slice, we propose here, to include a level of confidence depending on the depth in a Kalman filtering process. This framework allows then to extend the motion compensation along the complete 3D images. This method is validated on real data and provides an easy and accurate way to correct 3D images corrupted along Z by a XY motion.
在本文中,我们提出了一个框架来纠正空间漂移,可以发生在三维光学荧光显微镜图像。这些变化发生在长时间的获取过程中,可能会影响进一步的分析。必须考虑到这个工件,特别是当应用程序需要高空间检测精度时。我们的校正方法是基于在生物测定中使用微球。由于头部不能为每个z片提供相同的校正质量,我们在这里建议,根据卡尔曼滤波过程的深度包括一个置信度水平。这个框架允许然后沿着完整的3D图像扩展运动补偿。该方法在实际数据上进行了验证,提供了一种简便、准确的方法来校正由XY运动沿Z方向损坏的三维图像。
{"title":"3D spatial drift correction using Kalman filtering for fluorescence based imaging","authors":"Thierry Dorval, C. Moraes, Arnaud Ogier, Lucio Freitas Junior, Auguste Genovesio","doi":"10.1109/ISBI.2009.5193253","DOIUrl":"https://doi.org/10.1109/ISBI.2009.5193253","url":null,"abstract":"In this paper we present a framework for correcting the spatial drift that can occur in 3D optical fluorescence microscopy images. These shifts happen during long time acquisition and can corrupt further analysis. This artifact has to be taken into account especially if the application requires an high spatial detection accuracy. Our correction method is based on the use of a microsphere located within the biological assay. As the bead does not provide the same correction quality for each Z-slice, we propose here, to include a level of confidence depending on the depth in a Kalman filtering process. This framework allows then to extend the motion compensation along the complete 3D images. This method is validated on real data and provides an easy and accurate way to correct 3D images corrupted along Z by a XY motion.","PeriodicalId":272938,"journal":{"name":"2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro","volume":"56 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2009-06-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114531009","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Graph wavelet applied to human brain connectivity 图小波在人脑连接中的应用
Pub Date : 2009-06-28 DOI: 10.1109/ISBI.2009.5193309
P. Besson, C. Delmaire, V. Thuc, S. Lehéricy, F. Pasquier, X. Leclerc
The graph theory is increasingly used and provides powerful tools for studying complex biological networks problems. They were able to characterize the small-worldness of the brain connectivity network and were accurate enough to observe topological differences between healthy and diseased brain graphs. However, these methods relied on topological characteristics implying that differences could be observed between two groups only if corresponding graphs topologies were different.
图论的应用日益广泛,为研究复杂的生物网络问题提供了有力的工具。他们能够描述大脑连接网络的小世界特征,并且足够准确地观察到健康和患病脑图之间的拓扑差异。然而,这些方法依赖于拓扑特征,这意味着只有当对应的图拓扑不同时才能观察到两组之间的差异。
{"title":"Graph wavelet applied to human brain connectivity","authors":"P. Besson, C. Delmaire, V. Thuc, S. Lehéricy, F. Pasquier, X. Leclerc","doi":"10.1109/ISBI.2009.5193309","DOIUrl":"https://doi.org/10.1109/ISBI.2009.5193309","url":null,"abstract":"The graph theory is increasingly used and provides powerful tools for studying complex biological networks problems. They were able to characterize the small-worldness of the brain connectivity network and were accurate enough to observe topological differences between healthy and diseased brain graphs. However, these methods relied on topological characteristics implying that differences could be observed between two groups only if corresponding graphs topologies were different.","PeriodicalId":272938,"journal":{"name":"2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro","volume":"101 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2009-06-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124788158","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Detectability of perfusion defect in gated dynamic cardiac SPECT images 门控心脏动态SPECT图像灌注缺陷的可检测性
Pub Date : 2009-06-28 DOI: 10.1109/ISBI.2009.5193204
Xiaofeng Niu, Yongyi Yang, M. Wernick
Recently we developed an image reconstruction procedure aimed to unify gated imaging and dynamic imaging in nuclear cardiac imaging. It can yield a single image sequence to show simultaneously both cardiac motion and tracer distribution change over the course of imaging. In this work, we further develop and investigate the feasibility of our gated dynamic imaging procedure for perfusion defect detection in cardiac SPECT imaging, where the challenge is even greater without using fast camera rotations. We study the saliency of temporal kinetic information derived from the reconstructed dynamic images for differentiating defects from normal cardiac perfusion. We also propose several metrics to characterize the salient kinetic information in gated dynamic images. The proposed development was demonstrated using simulated gated cardiac imaging with the NCAT phantom and Tc99m-Teboroxime as the imaging agent.
最近,我们开发了一种图像重建程序,旨在统一门控成像和动态成像的核心脏成像。它可以产生一个单一的图像序列,同时显示心脏运动和示踪剂分布在成像过程中的变化。在这项工作中,我们进一步开发和研究了我们的门控动态成像程序在心脏SPECT成像中用于灌注缺陷检测的可行性,其中不使用快速相机旋转的挑战甚至更大。我们研究了从重建的动态图像中获得的时间动力学信息的显著性,用于区分心脏灌注缺陷。我们还提出了几个指标来表征门控动态图像中的显著动力学信息。采用NCAT假体和tc99m - teboroxme作为显像剂的模拟门控心脏成像证明了所提出的发展。
{"title":"Detectability of perfusion defect in gated dynamic cardiac SPECT images","authors":"Xiaofeng Niu, Yongyi Yang, M. Wernick","doi":"10.1109/ISBI.2009.5193204","DOIUrl":"https://doi.org/10.1109/ISBI.2009.5193204","url":null,"abstract":"Recently we developed an image reconstruction procedure aimed to unify gated imaging and dynamic imaging in nuclear cardiac imaging. It can yield a single image sequence to show simultaneously both cardiac motion and tracer distribution change over the course of imaging. In this work, we further develop and investigate the feasibility of our gated dynamic imaging procedure for perfusion defect detection in cardiac SPECT imaging, where the challenge is even greater without using fast camera rotations. We study the saliency of temporal kinetic information derived from the reconstructed dynamic images for differentiating defects from normal cardiac perfusion. We also propose several metrics to characterize the salient kinetic information in gated dynamic images. The proposed development was demonstrated using simulated gated cardiac imaging with the NCAT phantom and Tc99m-Teboroxime as the imaging agent.","PeriodicalId":272938,"journal":{"name":"2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro","volume":"240 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2009-06-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124823004","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Classification of 3D face shape in 22q11.2 deletion syndrome 22q11.2缺失综合征的三维脸型分类
Pub Date : 2009-06-28 DOI: 10.1109/ISBI.2009.5193102
K. Wilamowska, L. Shapiro, C. Heike
Given a set of labeled 3D meshes acquired from stereo imaging of heads, the goal of this research is to develop a successful methodology for discriminating between individuals with 22q11.2 deletion syndrome and the general population. Although many approaches for such discrimination exist in the medical and computer vision literature, the goal is to develop methods that focus on shape-based morphological differences of facial features.
给定一组从头部立体成像获得的标记三维网格,本研究的目标是开发一种成功的方法来区分患有22q11.2缺失综合征的个体和一般人群。尽管在医学和计算机视觉文献中存在许多这种区分的方法,但目标是开发专注于基于形状的面部特征形态学差异的方法。
{"title":"Classification of 3D face shape in 22q11.2 deletion syndrome","authors":"K. Wilamowska, L. Shapiro, C. Heike","doi":"10.1109/ISBI.2009.5193102","DOIUrl":"https://doi.org/10.1109/ISBI.2009.5193102","url":null,"abstract":"Given a set of labeled 3D meshes acquired from stereo imaging of heads, the goal of this research is to develop a successful methodology for discriminating between individuals with 22q11.2 deletion syndrome and the general population. Although many approaches for such discrimination exist in the medical and computer vision literature, the goal is to develop methods that focus on shape-based morphological differences of facial features.","PeriodicalId":272938,"journal":{"name":"2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro","volume":"31 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2009-06-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125025668","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 22
A general framework for automatic detection of matching lesions in follow-up CT 一种后续CT匹配病灶自动检测的总体框架
Pub Date : 2009-06-28 DOI: 10.1109/ISBI.2009.5193184
J. Moltz, M. Schwier, H. Peitgen
In follow-up CT examinations of cancer patients, therapy success is evaluated by estimating the change in tumor size from diameter or volume comparison between corresponding lesions. We present an algorithm that automatizes the detection of matching lesions, given a baseline segmentation mask. It is generally applicable and does not need an organ mask or CAD findings, only a coarse registration of the datasets is required. In the first step, lesion candidates are identified in a local area based on gray value filtering and detection of circular structures using a Hough transform. On all candidate voxels, a template matching is performed minimizing normalized cross-correlation. The method was evaluated on clinical follow-up data comprising 94 lung nodules, 107 liver metastases, and 137 lymph nodes. The ratio of correctly detected lesions was 96%, 84% and 85%, respectively, at an average computation time of 0.9 s per lesion on a standard PC.
在癌症患者的后续CT检查中,通过比较相应病变的直径或体积来估计肿瘤大小的变化来评估治疗成功。我们提出了一种算法,自动检测匹配病灶,给定基线分割掩码。它是普遍适用的,不需要器官掩膜或CAD结果,只需要对数据集进行粗略注册。在第一步中,基于灰度值滤波和使用霍夫变换检测圆形结构,在局部区域识别候选病灶。对所有候选体素进行模板匹配,使归一化相互关系最小化。该方法的临床随访数据包括94个肺结节,107个肝转移和137个淋巴结。在标准PC上,每个病灶平均计算时间为0.9 s,病灶正确率分别为96%、84%和85%。
{"title":"A general framework for automatic detection of matching lesions in follow-up CT","authors":"J. Moltz, M. Schwier, H. Peitgen","doi":"10.1109/ISBI.2009.5193184","DOIUrl":"https://doi.org/10.1109/ISBI.2009.5193184","url":null,"abstract":"In follow-up CT examinations of cancer patients, therapy success is evaluated by estimating the change in tumor size from diameter or volume comparison between corresponding lesions. We present an algorithm that automatizes the detection of matching lesions, given a baseline segmentation mask. It is generally applicable and does not need an organ mask or CAD findings, only a coarse registration of the datasets is required. In the first step, lesion candidates are identified in a local area based on gray value filtering and detection of circular structures using a Hough transform. On all candidate voxels, a template matching is performed minimizing normalized cross-correlation. The method was evaluated on clinical follow-up data comprising 94 lung nodules, 107 liver metastases, and 137 lymph nodes. The ratio of correctly detected lesions was 96%, 84% and 85%, respectively, at an average computation time of 0.9 s per lesion on a standard PC.","PeriodicalId":272938,"journal":{"name":"2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro","volume":"12 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2009-06-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121744699","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 20
Hemodynamic alterations of a patient-specific intracranial aneurysm induced by virtual deployment of stents in various axial orientation 不同轴向虚拟支架部署引起的患者特异性颅内动脉瘤血流动力学改变
Pub Date : 2009-06-28 DOI: 10.1109/ISBI.2009.5193280
Minsuok Kim, I. Larrabide, M. Villa-Uriol, Alejandro F Frangi
The aim of this study is to investigate the influence of stent axial orientation on saccular aneurysm hemodynamics. Two commercial stents, Neuroform stent (stent 1) and Zilver stent (stent 2) are modeled in this study. Both stents are virtually deployed with four different axial orientations to fit into the luminal surface of a patient-specific internal carotid artery (ICA) aneurysm model. Computational hemodynamic analyses are carried out in unstented and stented aneurysm models. The intra-aneurismal flows of stented aneurysm models show disturbed and complex flow patterns while the flow activities and the forces acting on the aneurysm wall are generally alleviated by stenting. The influence of the axial orientation of the stent on the aneurysm hemodynamics is more significant for stent 2 which has a larger strut size compared to stent 1. Interestingly, the flow activity in the aneurysm is rather increased when the intra-luminal scaffolding of stent is not sufficient.
本研究的目的是探讨支架轴向对囊性动脉瘤血流动力学的影响。本研究对两种商用支架Neuroform stent (stent 1)和Zilver stent (stent 2)进行了建模。两种支架都以四种不同的轴向进行虚拟部署,以适应患者特定的颈内动脉(ICA)动脉瘤模型的管腔表面。计算血流动力学分析在未支架和支架动脉瘤模型中进行。支架植入的动脉瘤模型的动脉瘤内流动表现出紊乱和复杂的流动模式,而支架植入通常会减轻流动活动和作用在动脉瘤壁上的力。支架2的支架柱尺寸比支架1大,支架轴向对动脉瘤血流动力学的影响更为显著。有趣的是,当腔内支架不充分时,动脉瘤内的血流活性反而增加。
{"title":"Hemodynamic alterations of a patient-specific intracranial aneurysm induced by virtual deployment of stents in various axial orientation","authors":"Minsuok Kim, I. Larrabide, M. Villa-Uriol, Alejandro F Frangi","doi":"10.1109/ISBI.2009.5193280","DOIUrl":"https://doi.org/10.1109/ISBI.2009.5193280","url":null,"abstract":"The aim of this study is to investigate the influence of stent axial orientation on saccular aneurysm hemodynamics. Two commercial stents, Neuroform stent (stent 1) and Zilver stent (stent 2) are modeled in this study. Both stents are virtually deployed with four different axial orientations to fit into the luminal surface of a patient-specific internal carotid artery (ICA) aneurysm model. Computational hemodynamic analyses are carried out in unstented and stented aneurysm models. The intra-aneurismal flows of stented aneurysm models show disturbed and complex flow patterns while the flow activities and the forces acting on the aneurysm wall are generally alleviated by stenting. The influence of the axial orientation of the stent on the aneurysm hemodynamics is more significant for stent 2 which has a larger strut size compared to stent 1. Interestingly, the flow activity in the aneurysm is rather increased when the intra-luminal scaffolding of stent is not sufficient.","PeriodicalId":272938,"journal":{"name":"2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro","volume":"10 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2009-06-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122849814","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 9
Image guided complex dose delivery for small animal radiotherapy 小动物放射治疗的图像引导复合给药
Pub Date : 2009-06-28 DOI: 10.1109/ISBI.2009.5193287
Mohammad Matinfar, S. Iyer, E. Ford, J. Wong, P. Kazanzides
The purpose of the Small Animal Radiation Research Platform (SARRP) is to demonstrate computed tomography, conformal irradiation, and treatment planning capabilities for small animals. The SARRP is a portable system for precision irradiation with beam sizes down to approximately 0.5 mm and optimally planned radiation with on-board cone-beam CT (CBCT) guidance. This paper describes the utilization of the precision radiation beam on the SARRP for “dose painting” complex structures in the mouse brain. Pencil beam dose painting aims to target the tumor as accurately as possible and give it the highest dose of radiation while sparing normal tissue as much as possible.
小动物辐射研究平台(SARRP)的目的是展示小动物的计算机断层扫描、适形辐射和治疗计划能力。SARRP是一种便携式精确辐射系统,其光束尺寸可小至约0.5 mm,并通过机载锥束CT (CBCT)制导进行最佳规划辐射。本文介绍了利用精确辐射束在SARRP上对小鼠脑内复杂结构进行“剂量绘画”的方法。铅笔束剂量描画的目的是尽可能准确地瞄准肿瘤,在尽可能保留正常组织的同时给予最高剂量的辐射。
{"title":"Image guided complex dose delivery for small animal radiotherapy","authors":"Mohammad Matinfar, S. Iyer, E. Ford, J. Wong, P. Kazanzides","doi":"10.1109/ISBI.2009.5193287","DOIUrl":"https://doi.org/10.1109/ISBI.2009.5193287","url":null,"abstract":"The purpose of the Small Animal Radiation Research Platform (SARRP) is to demonstrate computed tomography, conformal irradiation, and treatment planning capabilities for small animals. The SARRP is a portable system for precision irradiation with beam sizes down to approximately 0.5 mm and optimally planned radiation with on-board cone-beam CT (CBCT) guidance. This paper describes the utilization of the precision radiation beam on the SARRP for “dose painting” complex structures in the mouse brain. Pencil beam dose painting aims to target the tumor as accurately as possible and give it the highest dose of radiation while sparing normal tissue as much as possible.","PeriodicalId":272938,"journal":{"name":"2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro","volume":"19 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2009-06-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122927758","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 6
Image registration using uncertainty coefficients 使用不确定系数的图像配准
Pub Date : 2009-06-28 DOI: 10.1109/ISBI.2009.5193211
A. Melbourne, D. Hawkes, D. Atkinson
The use of information theoretic cost functions in image registration is investigated, focusing on uncertainty coefficients. The theoretical derivation of the popular normalised mutual information cost function is presented and shown to be equivalent to a particular symmetrisation of relevant uncertainty coefficients. The use of uncertainty coefficients in image registration is investigated by recovering simulated deformations applied to MRI images showing that they may be used for image registration. A comparison of popular information theoretic cost functions is produced.
研究了信息代价函数在图像配准中的应用,重点研究了不确定性系数。提出了流行的归一化互信息成本函数的理论推导,并证明它等价于相关不确定性系数的特定对称性。通过恢复应用于MRI图像的模拟变形,研究了不确定系数在图像配准中的使用,表明它们可以用于图像配准。对常用的信息论成本函数进行了比较。
{"title":"Image registration using uncertainty coefficients","authors":"A. Melbourne, D. Hawkes, D. Atkinson","doi":"10.1109/ISBI.2009.5193211","DOIUrl":"https://doi.org/10.1109/ISBI.2009.5193211","url":null,"abstract":"The use of information theoretic cost functions in image registration is investigated, focusing on uncertainty coefficients. The theoretical derivation of the popular normalised mutual information cost function is presented and shown to be equivalent to a particular symmetrisation of relevant uncertainty coefficients. The use of uncertainty coefficients in image registration is investigated by recovering simulated deformations applied to MRI images showing that they may be used for image registration. A comparison of popular information theoretic cost functions is produced.","PeriodicalId":272938,"journal":{"name":"2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro","volume":"91 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2009-06-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124211508","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 7
Optimizing non-local means for denoising low dose CT 低剂量CT去噪的非局部方法优化
Pub Date : 2009-06-28 DOI: 10.1109/ISBI.2009.5193134
Zachary S Kelm, D. Blezek, B. Bartholmai, B. Erickson
Due to the rapid increase in use of CT imaging and the recently-heightened awareness of radiation-induced cancer, improving the diagnostic quality of low dose CT has become increasingly important. One potential method is to increase the signal-to-noise ratio of low dose images through denoising. Non-local means is a promising approach; however, it has many potentially adjustable parameters and application-specific areas of improvement. The filter uses a weighted average of similar regions to denoise each image pixel. Though the classic formulation uses only patches from the image being filtered, these patches can, in principle, be drawn from other images. In CT images, patches can be drawn from neighboring slices. We used that potential to increase the peak signal-to-noise ratio (PSNR) by over 4 dB when denoising low dose phantom CT images, and quantitatively demonstrated the filter's sensitivity to adjustment of each of its parameters.
由于CT成像应用的迅速增加以及近年来人们对辐射致癌意识的提高,提高低剂量CT的诊断质量变得越来越重要。一种可能的方法是通过去噪提高低剂量图像的信噪比。非本地手段是一种很有前途的方法;然而,它有许多潜在的可调整参数和特定于应用程序的改进领域。该滤波器使用相似区域的加权平均值对每个图像像素进行去噪。虽然经典的公式只使用被过滤图像中的斑块,但原则上,这些斑块可以从其他图像中提取。在CT图像中,可以从相邻的切片中绘制斑块。我们利用这一潜力,在去噪低剂量幻象CT图像时,将峰值信噪比(PSNR)提高了4 dB以上,并定量地证明了滤波器对每个参数调整的灵敏度。
{"title":"Optimizing non-local means for denoising low dose CT","authors":"Zachary S Kelm, D. Blezek, B. Bartholmai, B. Erickson","doi":"10.1109/ISBI.2009.5193134","DOIUrl":"https://doi.org/10.1109/ISBI.2009.5193134","url":null,"abstract":"Due to the rapid increase in use of CT imaging and the recently-heightened awareness of radiation-induced cancer, improving the diagnostic quality of low dose CT has become increasingly important. One potential method is to increase the signal-to-noise ratio of low dose images through denoising. Non-local means is a promising approach; however, it has many potentially adjustable parameters and application-specific areas of improvement. The filter uses a weighted average of similar regions to denoise each image pixel. Though the classic formulation uses only patches from the image being filtered, these patches can, in principle, be drawn from other images. In CT images, patches can be drawn from neighboring slices. We used that potential to increase the peak signal-to-noise ratio (PSNR) by over 4 dB when denoising low dose phantom CT images, and quantitatively demonstrated the filter's sensitivity to adjustment of each of its parameters.","PeriodicalId":272938,"journal":{"name":"2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro","volume":"131 4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2009-06-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124248152","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 45
期刊
2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1