A Model-based Approach to Comparing Breast Images
A Model-based Approach to Comparing Breast Images
批准号:
EP/E031579/1
负责人:
David Hawkes
金额:
$49.01万
依托单位国家:
英国
项目类别:
Research Grant
财政年份:
2007
资助国家:
英国
项目状态:
已结题
起止时间:
2007 至 --
中文摘要
x射线乳房x光摄影是筛查乳腺癌的首选方法。乳房x光照片是乳房的x射线图像,乳房被紧紧地压缩在大约平行的板之间。通常使用两种不同的视角:颅尾侧(CC /垂直向下观察乳房)和中外侧斜位(MLO /从对侧肩膀观察乳房)。在少数情况下,一次乳房x光检查可以发现潜在的癌症迹象,但更常见的是,放射科医生通过比较乳房x光检查来发现异常。在双侧比较中,放射科医生比较左右乳房的乳房x光照片,寻找图像之间的不对称和结构扭曲,尽管这些术语定义不清(因此不容易构建到算法中)。在时间比较中,放射科医生将当前的乳房x光片与之前的x光片进行比较,寻找显著变化的迹象。在多视图比较中,放射科医生比较同一乳房的CC和MLO视图,寻找异常的一致证据。通过经验,放射科医生学会了进行这些比较,但这项任务本质上是困难的,因为生物变异、软组织变形和投影成像的影响是混淆的,因此在乳房x光检查之间建立逐点对应是不可能的。我们的目标是开发计算方法,以协助放射科医生进行这种比较。我们计划采用全面的基于模型的方法进行有意义的比较。这将借鉴我们以前的图像配准经验,以及对解剖变异性的统计建模,组织变形的生物力学和图像形成的物理学。为了了解这些不同来源的二维乳房x光片变异性的影响,并建立适当的模型,我们将利用大量现有的三维磁共振乳房图像,以及相应的乳房x光片。乳房成像的应用本身就有价值,有可能为更有效的计算机辅助检测系统做出重大贡献,但我们建议开发的方法是通用的,能够广泛应用于医学图像分析的其他应用,其中器官成像同时经历机械变形/例如,心脏,肝脏,肺,胃和结肠。
英文摘要
X-ray mammography is the method of choice in screening for breast cancer. Mammograms are x-ray images of the breast, taken with the breast tightly compressed between approximately parallel plates. Two different views, are commonly used: cranio-caudal (CC / looking vertically down on the breast) and medio-lateral oblique (MLO / looking at the breast from the opposite shoulder). In a few cases, potential signs of cancer can be detected in a single mammogram, but more usually, radiologists detect abnormalities by comparing mammograms. In bilateral comparison, the radiologist compares the mammograms of the left and right breasts and looks for asymmetries and architectural distortions between the images, though these terms are ill-defined (and thus not easily built into an algorithm). In temporal comparison, the radiologist compares the current mammogram with the previous one and looks for signs of significant change. In multi-view comparison, the radiologist compares the CC and MLO views of the same breast and looks for consistent evidence of an abnormality. Through experience, radiologists learn to make these comparisons, but the task is intrinsically difficult, because the effects of biological variation, soft tissue deformation, and projection imaging are confounded, so that establishing point-by-point correspondence between mammograms is impossible. Our aim is to develop computational methods for assisting the radiologist in this comparison. We plan to take a comprehensive model-based approach to making meaningful comparisons. This will draw on our previous experience of image registration together with modelling the statistics of anatomical variability, the biomechanics of tissue deformation, and the physics of image formation. To understand the effects of these different sources of variability in 2D mammograms, and develop appropriate models, we will make use of a large existing collection of 3D MR breast images, with corresponding mammograms. The application to breast imaging is of value in its own right, with the potential to make a significant contribution to more effective systems for computer-aided detection, but the methods we propose to develop are generic and capable of broad application to other applications in medical image analysis, where organs are imaged whilst undergoing mechanical deformation / for example, the heart, liver, lung, stomach and colon.
期刊论文(10)
专著(0)
科研奖励(0)
会议论文
Medical imaging markers of cancer initiation, progression and therapeutic response in the breast based on tissue microstructure
-
批准号:EP/K020439/1
-
项目类别:Research Grant
-
资助金额:$103.51万
-
财政年份:2013
-
负责人:David Hawkes
-
依托单位:
Intelligent Imaging: Motion, Form and Function Across Scale
-
批准号:EP/H046410/1
-
项目类别:Research Grant
-
资助金额:$771.34万
-
财政年份:2010
-
负责人:David Hawkes
-
依托单位:
Copy of Digital Breast Tomosynthesis
-
批准号:DT/F002785/1
-
项目类别:Research Grant
-
资助金额:$37.67万
-
财政年份:2008
-
负责人:David Hawkes
-
依托单位:
Model-based 2D-3D registration and tracking of deformable objects for image-guided minimally invasive cardiac interventions
-
批准号:EP/C523016/1
-
项目类别:Research Grant
-
资助金额:$29.18万
-
财政年份:2006
-
负责人:David Hawkes
-
依托单位:
The UCL Centre for Medical Image Computing
-
批准号:EP/D506468/1
-
项目类别:Research Grant
-
资助金额:$53.28万
-
财政年份:2006
-
负责人:David Hawkes
-
依托单位:
UCL: Bridging disciplines in multi-scale, multi-dimensional and time-series biomedical imaging
-
批准号:G0502254/1
-
项目类别:Research Grant
-
资助金额:$41.57万
-
财政年份:2006
-
负责人:David Hawkes
-
依托单位:
Minimal Access Navigated Orthopaedic Surgery (MAcNavOS)
-
批准号:EP/D033969/1
-
项目类别:Research Grant
-
资助金额:$50.75万
-
财政年份:2006
-
负责人:David Hawkes
-
依托单位:
国内基金
海外基金
登录
查看更多内容
Data-driven Recommendation System Construction of an Online Medical Platform Based on the Fusion of Information
-
批准号:--
-
项目类别:外国青年学者研究基金项目
-
资助金额:--
-
批准年份:2024
-
负责人:江洋子
-
依托单位:
Incentive and governance schenism study of corporate green washing behavior in China: Based on an integiated view of econfiguration of environmental authority and decoupling logic
-
批准号:--
-
项目类别:外国学者研究基金项目
-
资助金额:--
-
批准年份:2024
-
负责人:YU BYUNGJUN
-
依托单位:
Exploring the Intrinsic Mechanisms of CEO Turnover and Market Reaction: An Explanation Based on Information Asymmetry
-
批准号:W2433169
-
项目类别:外国学者研究基金项目
-
资助金额:--
-
批准年份:2024
-
负责人:HAOFEI ZHANG
-
依托单位:
含Re、Ru先进镍基单晶高温合金中TCP相成核—生长机理的原位动态研究
-
批准号:52301178
-
项目类别:青年科学基金项目
-
资助金额:30.00万元
-
批准年份:2023
-
负责人:夏万顺
-
依托单位:
NbZrTi基多主元合金中化学不均匀性对辐照行为的影响研究
-
批准号:12305290
-
项目类别:青年科学基金项目
-
资助金额:30.00万元
-
批准年份:2023
-
负责人:苏钲雄
-
依托单位:
眼表菌群影响糖尿病患者干眼发生的人群流行病学研究
-
批准号:82371110
-
项目类别:面上项目
-
资助金额:49.00万元
-
批准年份:2023
-
负责人:邹海东
-
依托单位:
CuAgSe基热电材料的结构特性与构效关系研究
-
批准号:22375214
-
项目类别:面上项目
-
资助金额:50.00万元
-
批准年份:2023
-
负责人:周钲洋
-
依托单位:
镍基UNS N10003合金辐照位错环演化机制及其对力学性能的影响研究
-
批准号:12375280
-
项目类别:面上项目
-
资助金额:53.00万元
-
批准年份:2023
-
负责人:黄鹤飞
-
依托单位:
A study on prototype flexible multifunctional graphene foam-based sensing grid (柔性多功能石墨烯泡沫传感网格原型研究)
-
批准号:--
-
项目类别:--
-
资助金额:20万元
-
批准年份:2020
-
负责人:SAGAR RIZWAN UR REHMAN
-
依托单位:
基于大数据定量研究城市化对中国季节性流感传播的影响及其机理
-
批准号:82003509
-
项目类别:青年科学基金项目
-
资助金额:24.0万元
-
批准年份:2020
-
负责人:雷浩
-
依托单位: