no code implementations • 14 Sep 2023 • Haleh Akrami, Omar Zamzam, Anand Joshi, Sergul Aydore, Richard Leahy
Outlier features can compromise the performance of deep learning regression problems such as style translation, image reconstruction, and deep anomaly detection, potentially leading to misleading conclusions.
1 code implementation • 20 Sep 2021 • Haleh Akrami, Anand Joshi, Sergul Aydore, Richard Leahy
Here we address the problem of quantifying uncertainty in the images that are reconstructed by the VAE as the basis for principled outlier or lesion detection.