MIBE Online Seminar: Out-of-Distribution Detection for Clinical Decision Support in Radiology

Titel: Out-of-Distribution Detection for Clinical Decision Support in Radiology

Sprecher: Alessandro Wollek, GCB doctoral candidate (Lasser Group)

Datum und Uhrzeit: Dienstag, 15. Februar 2022, 13:00 Uhr

Abstract: Deep neural networks show promising results for identifying pathologies on chest radiographs, and therefore could help radiologists improve their clinical routines. However, recent studies have shown that these networks give overconfident predictions for samples out of their training data distribution. In a clinical setting, these models need to handle erroneous input safely. In this presentation, I will highlight the problem of out-of-distribution images and talk about approaches for detecting them.