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Interactive visual exploration of region-based sensitivities in fiber tracking

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Abstract

Fiber tracking is a powerful technique that provides valuable insights into the complex white matter structure of the human brain. However, the processing pipeline involves many sources of uncertainty, with one notable factor being the user-defined parameters that significantly influence the resulting outputs. Among these parameters, the definition of seed-points is a crucial aspect in most fiber tracking algorithms. These seed-points are determined through regions of interest (ROI) and serve as the initial points for fiber tract generation. In this work, we present an interactive technique that utilizes seed-point sensitivities to guide the definition of regions of interest (ROI). We examine various scenarios where sensitivity information can enhance the ROI definition process and provide user guidelines and recommended actions for each scenario. Building upon this analysis, we have developed a visualization strategy that enables users to explore seed-point sensitivities effectively and facilitate the definition of optimal ROIs. We present results highlighting the benefits of the proposed visual design in the clinical pipelines.

Original languageEnglish
Title of host publicationVCBM 2023 - Eurographics Workshop on Visual Computing for Biology and Medicine
EditorsChristian Hansen, James Procter, Renata G. Raidou
PublisherEurographics Association
Pages13-22
Number of pages10
ISBN (Electronic)978-3-03868-216-5
DOIs
Publication statusPublished - 2023
Event2023 Eurographics Workshop on Visual Computing for Biology and Medicine, EG VCBM 2023 - Norrkoping, Sweden
Duration: 20 Sept 202322 Sept 2023

Publication series

NameEurographics Workshop on Visual Computing for Biomedicine
ISSN (Print)2070-5778
ISSN (Electronic)2070-5786

Conference

Conference2023 Eurographics Workshop on Visual Computing for Biology and Medicine, EG VCBM 2023
Country/TerritorySweden
CityNorrkoping
Period20/09/2322/09/23

Funding

This work is part of the research program “Diffusion MRI Tractog-raphy with Uncertainty Propagation for the Neurosurgical Workflow” with project number 16338, which is (partly) financed by the Netherlands Organisation for Scientific Research (NWO).

Funders
Nederlandse Organisatie voor Wetenschappelijk Onderzoek

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