Search Results for author: Skylar E. Stolte

Found 3 papers, 2 papers with code

DOMINO: Domain-aware Loss for Deep Learning Calibration

1 code implementation10 Feb 2023 Skylar E. Stolte, Kyle Volle, Aprinda Indahlastari, Alejandro Albizu, Adam J. Woods, Kevin Brink, Matthew Hale, Ruogu Fang

Deep learning has achieved the state-of-the-art performance across medical imaging tasks; however, model calibration is often not considered.

DOMINO: Domain-aware Model Calibration in Medical Image Segmentation

1 code implementation13 Sep 2022 Skylar E. Stolte, Kyle Volle, Aprinda Indahlastari, Alejandro Albizu, Adam J. Woods, Kevin Brink, Matthew Hale, Ruogu Fang

Our experiments demonstrate that our DOMINO-calibrated deep neural networks outperform non-calibrated models and state-of-the-art morphometric methods in head image segmentation.

Image Segmentation Medical Image Segmentation +2

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