Author

Christopher P. Bridge

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Open access May 2026

A deep learning algorithm for fully automated volumetric measurement of meningioma burden

Abstract Background We sought to develop a deep learning (DL) model to enable fully automated 3D segmentation and volumetric assessment of meningioma burden with a specific emphasis on generalizing to high-grade and posttreatment meningiomas to improve interobserver variability and decrease reader time investment in tu...

Mason C. Cleveland, A. Kim, Thomas N McNeal et al. · Neuro-Oncology Advances · 0 citations

Open access Jul 2026

Domain Generalization Mitigates Scanner-Induced Domain Shift in Medical Imaging.

The results show that DG methods, particularly those that explicitly regularize the learning process, improve out-of-domain generalization, but do not fully close the gap with in-domain performance, underscore the necessity of incorporating DG strategies to develop clinically deployable AI models.

D. Pulido-Arias, Mason C. Cleveland, Jay B. Patel et al. · Journal of imaging informati... · 0 citations