Abstract
We discuss computer-based image analysis algorithms of multi-parametric MRI of brain tumors, aiming to assist in early diagnosis of infiltrating brain tumors, and to construct statistical atlases summarizing population-based characteristics of brain tumors. These methods combine machine learning, deformable registration, multi-parametric segmentation, and biophysical modeling of brain tumors.
Publication types
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Research Support, N.I.H., Extramural
MeSH terms
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Algorithms
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Artificial Intelligence
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Biophysics / methods
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Brain / pathology
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Brain Mapping / methods
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Brain Neoplasms / pathology*
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Data Mining
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Glioma / pathology*
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Humans
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Image Interpretation, Computer-Assisted / methods
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Magnetic Resonance Imaging / methods*
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Neoplasm Metastasis
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Pattern Recognition, Automated / methods
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Predictive Value of Tests
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Prognosis
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Reproducibility of Results