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一种基于任务的自适应和多模态成像方法:提出了用于品质因数的计算技术,以确定使用多种成像系统进行疾病诊断和治疗监测的可行性并对其进行优化。

A Task-Based Approach to Adaptive and Multimodality Imaging: Computation techniques are proposed for figures-of-merit to establish feasibility and optimize use of multiple imaging systems for disease diagnosis and treatment-monitoring.

作者信息

Clarkson Eric, Kupinski Matthew A, Barrett Harrison H, Furenlid Lars

机构信息

The authors are with the College of Optical Sciences and the Department of Radiology, The University of Arizona, Tucson, AZ 85721 USA.

出版信息

Proc IEEE Inst Electr Electron Eng. 2008 Mar;96(3):500-511. doi: 10.1109/JPROC.2007.913553.

Abstract

Multimodality imaging is becoming increasingly important in medical imaging. Since the motivation for combining multiple imaging modalities is generally to improve diagnostic or prognostic accuracy, the benefits of multimodality imaging cannot be assessed through the display of example images. Instead, we must use objective, task-based measures of image quality to draw valid conclusions about system performance. In this paper, we will present a general framework for utilizing objective, task-based measures of image quality in assessing multimodality and adaptive imaging systems. We introduce a classification scheme for multimodality and adaptive imaging systems and provide a mathematical description of the imaging chain along with block diagrams to provide a visual illustration. We show that the task-based methodology developed for evaluating single-modality imaging can be applied, with minor modifications, to multimodality and adaptive imaging. We discuss strategies for practical implementing of task-based methods to assess and optimize multimodality imaging systems.

摘要

多模态成像在医学成像中变得越来越重要。由于结合多种成像模态的动机通常是提高诊断或预后准确性,因此多模态成像的益处无法通过示例图像的展示来评估。相反,我们必须使用基于任务的客观图像质量度量来得出关于系统性能的有效结论。在本文中,我们将提出一个通用框架,用于在评估多模态和自适应成像系统时利用基于任务的客观图像质量度量。我们引入了多模态和自适应成像系统的分类方案,并提供了成像链的数学描述以及框图以进行可视化说明。我们表明,为评估单模态成像而开发的基于任务的方法经过微小修改后可应用于多模态和自适应成像。我们讨论了实际实施基于任务的方法以评估和优化多模态成像系统的策略。

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