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Nonlocal Patch-Based Label Fusion for Hippocampus Segmentation

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2010

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Coupé, Pierrick
Manjón, José V.
Fonov, Vladimir
Robles, Montserrat
Collins, D. Louis

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https://doi.org/10.1007/978-3-642-15711-0_17
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JIANG, Tianzi, ed. and others. Medical Image Computing and Computer-Assisted Intervention - MICCAI 2010, 13th International Conference, Beijing, China, September 20-24, 2010, Proceedings, Part III. Berlin: Springer, 2010, pp. 129-136. Lecture Notes in Computer Science. 6363. ISSN 0302-9743. eISSN 1611-3349. ISBN 978-3-642-15710-3. Available under: doi: 10.1007/978-3-642-15711-0_17

Zusammenfassung

Quantitative magnetic resonance analysis often requires accurate, robust and reliable automatic extraction of anatomical structures. Recently, template-warping methods incorporating a label fusion strategy have demonstrated high accuracy in segmenting cerebral structures. In this study, we propose a novel patch-based method using expert segmentation priors to achieve this task. Inspired by recent work in image denoising, the proposed nonlocal patch-based label fusion produces accurate and robust segmentation. During our experiments, the hippocampi of 80 healthy subjects were segmented. The influence on segmentation accuracy of different parameters such as patch size or number of training subjects was also studied. Moreover, a comparison with an appearance-based method and a template-based method was carried out. The highest median kappa value obtained with the proposed method was 0.884, which is competitive compared with recently published methods.

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150 Psychologie

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MICCAI 2010, 20. Sept. 2010 - 24. Sept. 2010, Beijing, China
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ISO 690COUPÉ, Pierrick, José V. MANJÓN, Vladimir FONOV, Jens C. PRUESSNER, Montserrat ROBLES, D. Louis COLLINS, 2010. Nonlocal Patch-Based Label Fusion for Hippocampus Segmentation. MICCAI 2010. Beijing, China, 20. Sept. 2010 - 24. Sept. 2010. In: JIANG, Tianzi, ed. and others. Medical Image Computing and Computer-Assisted Intervention - MICCAI 2010, 13th International Conference, Beijing, China, September 20-24, 2010, Proceedings, Part III. Berlin: Springer, 2010, pp. 129-136. Lecture Notes in Computer Science. 6363. ISSN 0302-9743. eISSN 1611-3349. ISBN 978-3-642-15710-3. Available under: doi: 10.1007/978-3-642-15711-0_17
BibTex
@inproceedings{Coupe2010Nonlo-40994,
  year={2010},
  doi={10.1007/978-3-642-15711-0_17},
  title={Nonlocal Patch-Based Label Fusion for Hippocampus Segmentation},
  number={6363},
  isbn={978-3-642-15710-3},
  issn={0302-9743},
  publisher={Springer},
  address={Berlin},
  series={Lecture Notes in Computer Science},
  booktitle={Medical Image Computing and Computer-Assisted Intervention - MICCAI 2010, 13th International Conference, Beijing, China, September 20-24, 2010, Proceedings, Part III},
  pages={129--136},
  editor={Jiang, Tianzi},
  author={Coupé, Pierrick and Manjón, José V. and Fonov, Vladimir and Pruessner, Jens C. and Robles, Montserrat and Collins, D. Louis}
}
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