Publications

Avalanche decision schemes to improve pediatric rib fracture detection

SPIE Medical Imaging 2022
Domain knowledge-guided method for improved rib fracture localization.

Jonathan Burkow, Gregory Holste, Jeffrey Otjen, Francisco Perez, Joseph Junewick, Adam Alessio

End-to-End Learning of Fused Image and Non-Image Features for Improved Breast Cancer Classification from MRI

CVAMD 2021 (ICCV Workshop)
Methods for jointly learning from breast imaging and tabular non-image data to predict breast cancer.

Gregory Holste, Savannah Partridge, Habib Rahbar, Debosmita Biswas, Christoph Lee, Adam Alessio

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End-to-End Learning of Fused Image and Non-Image Features for Improved Breast Cancer Classification from MRI

Deep learning methods for segmentation of lines in pediatric chest radiographs

SPIE Medical Imaging 2020
Segmentation methods for localizing “lines” (catheters, tubes, etc.) in pediatric chest radiographs.

Ryan Sullivan, Gregory Holste, Jonathan Burkow, Adam Alessio

Deep learning methods for segmentation of lines in pediatric chest radiographs

Multi-class semantic segmentation of pediatric chest radiographs

SPIE Medical Imaging 2020 Oral
Automatic anatomic segmentation of pediatric chest radiographs under severe class imbalance.

Gregory Holste, Ryan Sullivan, Michael Bindschadler, Nicholas Nagy, Adam Alessio

Multi-class semantic segmentation of pediatric chest radiographs