ProbExplorer: Uncertainty-guided Exploration and Editing of Probabilistic Medical Image Segmentation

被引:19
|
作者
Saad, Ahmed [1 ,2 ]
Moeller, Torsten [1 ]
Hamarneh, Ghassan [2 ]
机构
[1] Simon Fraser Univ, Graph Usabil & Visualizat GrUVi Lab, Burnaby, BC V5A 1S6, Canada
[2] Simon Fraser Univ, MIAL, Sch Comp Sci, Burnaby, BC V5A 1S6, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
INTERACTIVE SEGMENTATION; VISUALIZATION;
D O I
10.1111/j.1467-8659.2009.01691.x
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
In this paper, we develop an interactive analysis and visualization tool for probabilistic segmentation results in medical imaging. We provide a systematic approach to analyze, interact and highlight regions of segmentation uncertainty. We introduce a set of visual analysis widgets integrating different approaches to analyze multivariate probabilistic field data with direct volume rendering. We demonstrate the user's ability to identify suspicious regions (e.g. tumors) and correct the misclassification results using a novel uncertainty-based segmentation editing technique. We evaluate our system and demonstrate its usefulness in the context of static and time-varying medical imaging datasets.
引用
收藏
页码:1113 / 1122
页数:10
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