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A Web-based Application for the Visual Exploration of Colon Morphology Data 基于web的结肠形态数据可视化探索应用
Pub Date : 2019-01-01 DOI: 10.2312/VCBM.20191228
J. Males, E. Monclús, José Díaz, Pere-Pau Vázquez
The colon is an organ whose constant motility poses difficulties to its analysis. Although morphological data can be successfully extracted from Computational Tomography, its radiative nature makes it only indicated for patients with disorders. Only recently, acquisition techniques that rely on the use of Magnetic Resonance Imaging have matured enough to enable the generation of morphological colon data of healthy patients without preparation (i. e. administration of drugs or contrast agents). As a result, a database of colon morphological data for patients under different diets, has been created. Currently, the digestologists we collaborate with analyze the measured data of the gut by inspecting a set of spreadsheets. In this paper, we propose a system for the exploratory visual analysis of the whole database of morphological data at once. It provides features for the visual comparison of data correlations, the inspection of the morphological measures, as well 3D rendering of the colon segmented models. The system solely relies on the use of web technologies, which makes it portable even to mobile devices.
结肠是一个不断运动的器官,给分析它带来了困难。虽然形态数据可以成功地从计算机断层扫描中提取,但其辐射性质使其仅适用于患有疾病的患者。直到最近,依赖于使用磁共振成像的采集技术已经足够成熟,可以在没有准备(即给药或造影剂)的情况下生成健康患者的结肠形态数据。因此,建立了不同饮食下患者结肠形态数据的数据库。目前,与我们合作的消化学家通过检查一组电子表格来分析肠道的测量数据。在本文中,我们提出了一种对整个形态学数据数据库进行探索性可视化分析的系统。它提供了数据相关性的可视化比较,形态学测量的检查以及冒号分割模型的3D渲染的功能。该系统完全依赖于网络技术的使用,这使得它甚至可以移植到移动设备上。
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引用次数: 1
Multiparametric Magnetic Resonance Image Synthesis using Generative Adversarial Networks 基于生成对抗网络的多参数磁共振图像合成
Pub Date : 2019-01-01 DOI: 10.2312/VCBM.20191226
Christoph Haarburger, N. Horst, D. Truhn, Mirjam Broeckmann, S. Schrading, C. Kuhl, D. Merhof
Generative adversarial networks have been shown to alleviate the problem of limited training data for supervised learning problems in medical image computing. However, most generative models for medical images focus on image-to-image translation rather than de novo image synthesis. In many clinical applications, image acquisition is multiparametric, i.e. includes contrast-enchanced or diffusion-weighted imaging. We present a generative adversarial network that synthesizes a sequence of temporally consistent contrast-enhanced breast MR image patches. Performance is evaluated quantitatively using the Fréchet Inception Distance, achieving a minimum FID of 21.03. Moreover, a qualitative human reader test shows that even a radiologist cannot differentiate between real and fake images easily. CCS Concepts • Computing methodologies → Modeling methodologies;
生成对抗网络已被证明可以缓解医学图像计算中监督学习问题中训练数据有限的问题。然而,大多数医学图像生成模型侧重于图像到图像的转换,而不是从头合成图像。在许多临床应用中,图像采集是多参数的,即包括对比度增强或弥散加权成像。我们提出了一个生成对抗网络,该网络合成了一系列时间一致的对比度增强乳房MR图像补丁。使用fr起始距离定量评估性能,达到最小FID 21.03。此外,一项定性的人类读者测试表明,即使是放射科医生也不能轻易区分真实和虚假的图像。•计算方法→建模方法;
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引用次数: 13
Feasibility Study For Automatic Bird Tracking and Visualization from Time-Dependent Marine Radar Imagery 基于时变海洋雷达图像的鸟类自动跟踪与可视化可行性研究
Pub Date : 2019-01-01 DOI: 10.2312/vcbm.20191231
F. Ganglberger, K. Bühler
In recent years, radar technology has increasingly been used for the monitoring of bird migration. Marine radars are often utilized for this purpose because of their wide accessibility, range, and resolution. They allow the tracking of birds even at night—when most bird migration takes place—over extended periods of time. This creates a wealth of radar images, for which manual annotation of bird tracks is not feasible. We propose a tool for automatic bird tracking and visualization from marine radar imagery. For this purpose, we developed a bird tracking algorithm for vertically recorded radar images that is able to extract quantitative parameters including flight direction, height, and duration. The results can be qualitatively verified by a visualization design that enables domain experts the time-dependent visualization of bird tracks. Furthermore, it allows a preprocessing of radar images taken by screen capturing for device independence. Our tool was used in an ornithological monitoring study to analyze over 200.000 vertically recorded radar images taken in multiple observation periods and locations.
近年来,雷达技术越来越多地用于鸟类迁徙的监测。船用雷达通常用于这一目的,因为它们具有广泛的可达性、范围和分辨率。它们甚至可以在夜间——大多数鸟类迁徙的时候——进行长时间的追踪。这创造了丰富的雷达图像,而手工注释鸟类的轨迹是不可行的。我们提出了一种基于海洋雷达图像的鸟类自动跟踪和可视化工具。为此,我们开发了一种垂直记录雷达图像的鸟类跟踪算法,该算法能够提取包括飞行方向、高度和持续时间在内的定量参数。结果可以通过可视化设计进行定性验证,该设计使领域专家能够对鸟类轨迹进行随时间的可视化。此外,它还允许通过屏幕捕获对雷达图像进行预处理,以实现设备独立性。我们的工具被用于一项鸟类监测研究,分析了在多个观察期和地点拍摄的20多万张垂直记录的雷达图像。
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引用次数: 0
Visual Analytics in Digital Pathology: Challenges and Opportunities 数字病理学中的视觉分析:挑战与机遇
Pub Date : 2019-01-01 DOI: 10.2312/VCBM.20191240
A. Corvó, M. A. Westenberg, R. Wimberger-Friedl, Stephan Fromme, Michel A. Peeters, M. A. Driel, J. V. Wijk
The advances in high-throughput digitization, digital pathology systems, and quantitative image analysis opened new horizons in pathology. The diagnostic work of the pathologists and their role is likely to be augmented with computer-assistance and more quantitative information at hand. The recent success of artificial intelligence (AI) and computer vision methods demonstrated that in the coming years machines will support pathologists in typically tedious and highly subjective tasks and also in better patient stratification. In spite of clear future improvements in the diagnostic workflow, questions on how to effectively support the pathologists and how to integrate current data sources and quantitative information still persist. In this context, Visual Analytics (VA) - as the discipline that aids users to solve complex problems with an interactive and visual approach - can play a vital role to support the cognitive skills of pathologists and the large volumes of data available. To identify the main opportunities to employ VA in digital pathology systems, we conducted a survey with 20 pathologists to characterize the diagnostic practice and needs from a user perspective. From our findings, we discuss how VA can leverage quantitative image data to empower pathologists with new advanced digital pathology systems.
高通量数字化、数字病理系统和定量图像分析的进步为病理学开辟了新的视野。病理学家的诊断工作和他们的作用可能会随着计算机辅助和更多的定量信息而得到加强。最近人工智能(AI)和计算机视觉方法的成功表明,在未来几年,机器将支持病理学家完成通常繁琐且高度主观的任务,并更好地对患者进行分层。尽管诊断工作流程在未来有明显的改进,但关于如何有效地支持病理学家以及如何整合当前数据源和定量信息的问题仍然存在。在这种情况下,视觉分析(VA)作为一门帮助用户用交互式和可视化方法解决复杂问题的学科,可以在支持病理学家的认知技能和大量可用数据方面发挥至关重要的作用。为了确定在数字病理系统中使用虚拟影像的主要机会,我们对20名病理学家进行了一项调查,以从用户的角度描述诊断实践和需求。根据我们的研究结果,我们讨论了VA如何利用定量图像数据为病理学家提供新的先进数字病理系统。
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引用次数: 1
HIFUpm: a Visual Environment to Plan and Monitor High Intensity Focused Ultrasound Treatments HIFUpm:计划和监测高强度聚焦超声治疗的视觉环境
Pub Date : 2019-01-01 DOI: 10.2312/vcbm.20191246
Daniela Modena, D. Bassano, A. Elevelt, M. Baragona, P. Hilbers, M. A. Westenberg
High Intensity Focused Ultrasound (HIFU) is a non invasive therapeutic method, which has been a subject of interest for the treatment of various kinds of tumors. Despite the numerous advantages, HIFU techniques do not reach the high delivery precision like other therapies (e.g., radiotherapy). For this reason, a correct therapy planning and monitoring in HIFU treatments remains a challenge. We propose HIFUpm, a visual analytics approach which enables the visualization of the HIFU simulation results, while guiding the user in the evaluation of the procedure. We illustrate the use of HIFUpm for an ablative treatment of an osteoid osteoma. This use case demonstrates that HIFUpm provides a flexible visual environment to plan and monitor HIFU procedures.
高强度聚焦超声(HIFU)是一种非侵入性的治疗方法,已成为治疗各种肿瘤的研究热点。尽管有许多优点,但HIFU技术不能达到像其他治疗(如放疗)那样的高输送精度。因此,在HIFU治疗中正确的治疗计划和监测仍然是一个挑战。我们提出HIFUpm,一种可视化分析方法,可以将HIFU模拟结果可视化,同时指导用户对程序进行评估。我们说明使用HIFUpm消融治疗骨样骨瘤。这个用例表明HIFUpm提供了一个灵活的可视化环境来计划和监控HIFU过程。
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引用次数: 1
Interactive CPU-based Ray Tracing of Solvent Excluded Surfaces 基于交互式cpu的溶剂排除表面光线追踪
Pub Date : 2019-01-01 DOI: 10.2312/vcbm.20191249
Tobias Rau, Sebastian Zahn, M. Krone, G. Reina, T. Ertl
Depictions of molecular surfaces such as the Solvent Excluded Surface (SES) can provide crucial insight into functional molecular properties, such as the molecule’s potential to react. The interactive visualization of single and multiple molecule surfaces is essential for the data analysis by domain experts. Nowadays, the SES can be rendered at high frame rates using shader-based ray casting on the GPU. However, rendering large molecules or larger molecule complexes requires large amounts of memory that has the potential to exceed the memory limitations of current hardware. Here we show that rendering using CPU ray tracing also reaches interactive frame rates without hard limitations to memory. In our results large molecule complexes can be rendered with only the precomputation of each individual SES, and no further involved representation or transformation. Additionally, we provide advanced visualization techniques like ambient occlusion opacity mapping (AOOM) to enhance the comprehensibility of the molecular structure. CPU ray tracing not only provides very high image quality and global illumination, which is beneficial for the perception of spatial structures, it also opens up the possibility to visualize larger data sets and to render on any HPC cluster. Our results demonstrate that simple instancing of geometry keeps the memory consumption for rendering large molecule complexes low, so the examination of much larger data is also possible. (see https://www.acm.org/publications/class-2012) CCS Concepts •Human-centered computing → Scientific visualization; • Computing methodologies → Ray tracing; • Applied computing → Molecular structural biology;
对分子表面的描述,如溶剂排除表面(SES),可以提供对分子功能特性(如分子的反应潜力)的关键见解。单分子和多分子表面的交互式可视化对领域专家的数据分析至关重要。现在,SES可以在GPU上使用基于着色器的光线投射以高帧率渲染。然而,渲染大分子或更大的分子复合物需要大量的内存,这有可能超出当前硬件的内存限制。在这里,我们展示了使用CPU光线追踪的渲染也达到了交互帧率,而不受内存的硬限制。在我们的结果中,大分子复合物只需要对每个单独的SES进行预计算就可以渲染,而不需要进一步的表示或转换。此外,我们还提供了先进的可视化技术,如环境遮挡不透明度映射(AOOM),以提高分子结构的可理解性。CPU光线追踪不仅提供了非常高的图像质量和全局照明,这对空间结构的感知是有益的,它还打开了可视化更大的数据集和在任何HPC集群上渲染的可能性。我们的结果表明,简单的几何实例化可以降低渲染大分子复合物的内存消耗,因此也可以检查更大的数据。(参见https://www.acm.org/publications/class-2012) CCS概念•以人为本的计算→科学可视化;•计算方法→光线追踪;•应用计算→分子结构生物学;
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引用次数: 2
Interactive Formation of Statistical Hypotheses in Diffusion Tensor Imaging 扩散张量成像中统计假设的交互形成
Pub Date : 2019-01-01 DOI: 10.2312/vcbm.20191229
Amin Abbasloo, Vitalis Wiens, T. Schmidt-Wilcke, P. Sundgren, R. Klein, T. Schultz
When Diffusion Tensor Imaging (DTI) is used in clinical studies, statistical hypothesis testing is the standard approach to establish significant differences between groups, such as patients and healthy controls. However, diffusion tensors contain six degrees of freedom, and the most commonly used univariate tests reduce them to a single scalar, such as Fractional Anisotropy. Multivariate tests that account for the full tensor information have been developed, but have not been widely adopted in practice. Based on analyzing the limitations of existing univariate and multivariate tests, we argue that it is beneficial to use a more flexible, steerable test. Therefore, we introduce a test that can be customized to include any subset of tensor attributes that are relevant to the analysis task at hand. We also present a visual analytics system that supports the exploratory task of customizing it to a specific scenario. Our system closely integrates quantitative analysis with suitable visualizations. It links spatial and abstract views to reveal clusters of strong differences, to relate them to the affected anatomical structures, and to visually compare the results of different tests. A use case is presented in which our system leads to the formation of several new hypotheses about the effects of systemic lupus erythematosus on water diffusion in the brain. (Less)
当弥散张量成像(Diffusion Tensor Imaging, DTI)用于临床研究时,统计假设检验是确定组间(如患者和健康对照组)显著差异的标准方法。然而,扩散张量包含六个自由度,最常用的单变量测试将它们简化为单个标量,例如分数各向异性。考虑到全张量信息的多变量测试已经被开发出来,但在实践中并没有被广泛采用。在分析现有单变量和多变量检验的局限性的基础上,我们认为使用更灵活的、可指导的检验是有益的。因此,我们引入了一个可以定制的测试,以包含与手头的分析任务相关的张量属性的任何子集。我们还提供了一个可视化分析系统,该系统支持针对特定场景进行定制的探索性任务。我们的系统紧密结合定量分析与适当的可视化。它将空间和抽象视图联系起来,以揭示强烈差异的集群,将它们与受影响的解剖结构联系起来,并在视觉上比较不同测试的结果。在一个用例中,我们的系统导致了关于系统性红斑狼疮对大脑中水扩散影响的几个新假设的形成。(少)
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引用次数: 4
Hybrid Visualization of Protein-Lipid and Protein-Protein Interaction 蛋白质-脂质和蛋白质-蛋白质相互作用的杂交可视化
Pub Date : 2019-01-01 DOI: 10.2312/vcbm.20191247
Naif Alharbi, M. Krone, M. Chavent, R. Laramee
In the Molecular Dynamics (MD) visualization literature, different approaches are utilized to study protein-lipid interactions (PLI) and protein-protein interaction (PPI) in decoupled contexts. However, the two types of interaction occur in the same space-time domain. It is beneficial to study the PLI and PPI in a unified context. Nevertheless, the simulation’s size, length, and complexity increase the challenge of understanding the dynamic behavior. We propose a novel framework consisting of four linked views, a time-dependent 3D view, a novel hybrid view, a clustering timeline, and a details-on-demand window. We introduce a selection of visual designs to convey the behavior of PLI and PPI through a unified coordinate system. Abstraction is used to present proteins in hybrid 2D space, a projected tiled space is used to present both PLI and PPI at the particle level in a heat-map style visual design while glyphs are used to represent PPI at the molecular level. We couple visually separable visual designs in a unified coordinate space. The result lets the user study both PLI and PPI separately or together in a unified visual analysis framework. We also exemplify its use with case studies focusing on protein clustering and we report domain expert
在分子动力学(MD)可视化文献中,不同的方法被用来研究解耦背景下的蛋白质-脂质相互作用(PLI)和蛋白质-蛋白质相互作用(PPI)。然而,这两种类型的相互作用发生在同一个时空域中。在一个统一的背景下研究PLI和PPI是有益的。然而,仿真的大小、长度和复杂性增加了理解动态行为的挑战。我们提出了一个新的框架,包括四个链接视图,一个时间依赖的3D视图,一个新的混合视图,一个聚类时间轴和一个按需细节窗口。我们介绍了通过统一的坐标系统来传达PLI和PPI行为的视觉设计选择。抽象用于在混合二维空间中表示蛋白质,投影平铺空间用于在热图风格的视觉设计中表示粒子水平的PLI和PPI,而字形用于表示分子水平的PPI。我们将视觉上可分离的视觉设计耦合在统一的坐标空间中。结果使用户可以在统一的可视化分析框架中分别或一起研究PLI和PPI。我们还举例说明了它的使用案例研究集中在蛋白质聚类和我们报告领域专家
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引用次数: 3
DockVis: Visual Analysis of Molecular Docking Data DockVis:分子对接数据的可视化分析
Pub Date : 2019-01-01 DOI: 10.2312/vcbm.20191238
K. Furmanová, B. Kozlíková, Vojtěch Vonásek, J. Byška
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引用次数: 2
Using Position-Based Dynamics for Simulating the Mitral Valve in a Decision Support System 基于位置动力学的二尖瓣决策支持系统仿真
Pub Date : 2019-01-01 DOI: 10.2312/vcbm.20191242
L. Walczak, J. Georgii, L. Tautz, M. Neugebauer, I. Wamala, S. Sündermann, V. Falk, A. Hennemuth
In mitral valve interventions, surgeons have to select an optimal combination of techniques for every patient. Especially less experienced physicians would benefit from decision support for this process. To support the visual analysis of the patientspecific valvular dynamics and an in-silico pre-intervention simulation of different therapy options, a real-time simulation of the mitral valve is needed, especially for the use in a time-constrained clinical environment. We develop a simplified model of the mitral valve and propose a novel approach to simulate the mitral valve with position-based dynamics. As input, a mesh representation of the open-state mitral valve, two polygons representing the open and closed annulus states, simplified chordae tendineae, and a set of forces for approximating the surrounding blood are required. The mitral valve model can be deformed to simulate the closing and opening as well as incorporate changes caused by virtual interventions in the simulation. For evaluation, ten mitral valves were reconstructed from transesophageal echocardiogram sequences of patients with normal and abnormal physiology. Experts in cardiac surgery annotated anatomical landmarks for valve reconstruction. The simulation results for closing the valve were qualitatively compared to the anatomy depicted in the image sequences and, if present, the reproduction of a prolapse was verified. In addition, two virtual interventions (annuloplasty and clipping) were performed for one case and provided new insights about changes in valve closure and orifice area after modification. Each simulation ran at interactive frame rates. Our approach enables an efficient simulation of the mitral valve with normal and abnormal valve closing behavior as well as virtual interventions. The simulation results showed good agreements with the image data in general and reproduced valve closure in all cases. In three cases, prolapse was not or not correctly reproduced. Further research is needed to parameterize the model in pathologic cases. CCS Concepts • Applied computing → Life and medical sciences; Health informatics;
在二尖瓣介入手术中,外科医生必须为每位患者选择最佳的技术组合。特别是经验不足的医生将受益于这一过程的决策支持。为了支持对患者特定瓣膜动力学的可视化分析和不同治疗方案的计算机干预前模拟,需要对二尖瓣进行实时模拟,特别是在时间有限的临床环境中使用。我们建立了二尖瓣的简化模型,并提出了一种基于位置动力学的二尖瓣模拟新方法。作为输入,需要一个开放状态二尖瓣的网格表示,两个多边形表示打开和关闭环状态,简化腱索,以及一组近似周围血液的力。二尖瓣模型可以变形来模拟关闭和打开,并在模拟中加入虚拟干预引起的变化。为了评估,我们对生理正常和异常患者的10个二尖瓣进行了经食管超声心动图重建。心脏外科专家为瓣膜重建标注解剖标志。关闭阀门的模拟结果与图像序列中描述的解剖结构进行了定性比较,如果存在,则验证了脱垂的再现。此外,对一例患者进行了两种虚拟干预(环成形术和夹持术),并对改良后瓣膜关闭和孔口面积的变化提供了新的见解。每个模拟都以交互帧速率运行。我们的方法能够有效地模拟二尖瓣的正常和异常关闭行为以及虚拟干预。仿真结果与图像数据基本吻合,在所有情况下均能再现阀的关闭情况。3例脱垂未发生或未正确再现。需要进一步的研究来参数化病理病例的模型。•应用计算→生命和医学科学;卫生信息学;
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引用次数: 6
期刊
Eurographics Workshop on Visual Computing for Biomedicine
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