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September 18, 2002Human Brain Mapping10,931 citationsOpen Access

Fast robust automated brain extraction

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SSStephen M. Smith

Key Points

  • To develop a robust and accurate automated method for segmenting brain images from MRIs.
  • Developed the Brain Extraction Tool (BET) for segmenting MRI head images.
  • Compared performance against gold-standard hand segmentations and other automated methods.
  • Tested extensively on thousands of data sets from various scanners and MR sequences.
  • BET demonstrated high accuracy in brain extraction compared to gold-standard segmentations.
  • The method performed consistently well across different types of MRI scanners and sequences.

Abstract

An automated method for segmenting magnetic resonance head images into brain and non-brain has been developed. It is very robust and accurate and has been tested on thousands of data sets from a wide variety of scanners and taken with a wide variety of MR sequences. The method, Brain Extraction Tool (BET), uses a deformable model that evolves to fit the brain's surface by the application of a set of locally adaptive model forces. The method is very fast and requires no preregistration or other pre-processing before being applied. We describe the new method and give examples of results and the results of extensive quantitative testing against "gold-standard" hand segmentations, and two other popular automated methods.

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Cite This Study

Stephen M. Smith (2002) studied this question.

synapsesocial.com/papers/69d7e6ee319e71454dbedcc7https://doi.org/10.1002/hbm.10062
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