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Evaluation of deep learning-based multiparametric MRI oropharyngeal primary tumor auto-segmentation and investigation of input channel effects: Results from a prospective imaging registry

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Highlights • mpMRI coupled to deep learning can generate reasonable OPC tumor segmentations.• Using multiple input channels may positively impact segmentation performance.• Deep learning segmentations were non-inferior to ground truth… Click to show full abstract

Highlights • mpMRI coupled to deep learning can generate reasonable OPC tumor segmentations.• Using multiple input channels may positively impact segmentation performance.• Deep learning segmentations were non-inferior to ground truth as per Turing test.

Keywords: segmentation; input; deep learning; learning based; evaluation deep; tumor

Journal Title: Clinical and Translational Radiation Oncology
Year Published: 2022

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