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Page 1: Multi Atlas-Based Segmentation with Data Driven Refinement

Multi Atlas-Based Segmentation with Data

Driven Refinement

Oscar A. Jiménez-del-Toro

and Henning Müller

University of Applied Sciences

Western Switzerland

(HES-SO)

Page 2: Multi Atlas-Based Segmentation with Data Driven Refinement

Research Setup

• VISCERAL project: organ segmentation

• Multiple anatomical structures in multiple

medical imaging modalities (CT, MR …)

• Accurate large scale data analysis

techniques are needed

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Page 3: Multi Atlas-Based Segmentation with Data Driven Refinement

Method

• Image registration

– Increases spatial correlation between two images

• Data-driven label refinement

Page 4: Multi Atlas-Based Segmentation with Data Driven Refinement

Results • Quantitative improvement in

contrast-enhanced CT for 4

organs

• Qualitative results in multiple

imaging modalities:

– whole-body CT

– whole-body MR

– contrast-enhanced MR

Thank you for your

attention!


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