Hamid R. Tizhoosh

Federated Learning and Differential Privacy for Medical Image Analysis

2021 · Research Square

<title>Abstract</title> The artificial intelligence revolution has been spurred forward by the availability of large-scale datasets. In contrast, the paucity of large-scale medical datasets hinders the application of machine learning in healthcare. The lack of publicly …

Biased data, biased AI: deep networks predict the acquisition site of TCGA images

2023 · Diagnostic Pathology

BACKGROUND: Deep learning models applied to healthcare applications including digital pathology have been increasing their scope and importance in recent years. Many of these models have been trained on The Cancer Genome Atlas (TCGA) atlas …