Computer-aided abnormality detection in chest radiographs in a clinical setting via domain-adaptation

no code implementations • 19 Dec 2020 • Abhishek K Dubey, Michael T Young, Christopher Stanley, Dalton Lunga, Jacob Hinkle

These pre-trained DL models' ability to generalize in clinical settings is poor because of the changes in data distributions between publicly available and privately held radiographs.

Anomaly Detection Domain Adaptation

Model Reduction of Shallow CNN Model for Reliable Deployment of Information Extraction from Medical Reports

no code implementations • 31 Jul 2020 • Abhishek K Dubey, Alina Peluso, Jacob Hinkle, Devanshu Agarawal, Zilong Tan

Shallow Convolution Neural Network (CNN) is a time-tested tool for the information extraction from cancer pathology reports.