Browsing by Subject "neural networks"

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Benchmarking saliency methods for chest X-ray interpretation

Saporta, Adriel; Gui, Xiaotong; Agrawal, Ashwin; Pareek, Anuj; Truong, Steven Q. H.; Nguyen, Chanh D. T.; Ngo, Van-Doan; Seekins, Jayne; Blankenberg, Francis G.; Ng, Andrew Y.; Lungren, Matthew P.; Rajpurkar, Pranav (2022-10)

Saliency methods, which produce heat maps that highlight the areas of the medical image that influence model prediction, are often presented to clinicians as an aid in diagnostic decision-making. However, rigorous investigation ...
Detecting COVID-19 from digitized ECG printouts using 1D convolutional neural networks

Nguyen, Thao; Pham, Hieu H.; Le, Khiem H.; Nguyen, Anh Tu; Thanh, Tien; Do, Cuong (2022-11)

The COVID-19 pandemic has exposed the vulnerability of healthcare services worldwide, raising the need to develop novel tools to provide rapid and cost-effective screening and diagnosis. Clinical reports indicated that ...