AI-based classification of three common malignant tumors in neuro-oncology: A multi-institutional comparison of machine learning and deep learning methods

Girish Bathla,Durjoy Deb Dhruba,Neetu Soni,Yanan Liu,Nicholas B Larson,Blake A Kassmeyer,Suyash Mohan,Douglas Roberts-Wolfe,Saima Rathore,Nam H Le,Honghai Zhang,Milan Sonka,Sarv Priya

Journal of Neuroradiology（2023）

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摘要

•We compared ML and DL pipelines for a three-class tumor classification.•Both ML and DL pipelines showed similar robust performance.•Features were derived from both the tumor and surrounding tissues for top models.•T1-CE sequence may be the most useful sequence overall.

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Artificial intelligence,Radiomics,Glioblastoma,Metastasis,CNS lymphoma

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