no code implementations • 3 Apr 2023 • Theodor Cheslerean-Boghiu, Melia-Evelina Fleischmann, Theresa Willem, Tobias Lasser
A lot of deep learning (DL) research these days is mainly focused on improving quantitative metrics regardless of other factors.
1 code implementation • 3 Mar 2023 • Alessandro Wollek, Robert Graf, Saša Čečatka, Nicola Fink, Theresa Willem, Bastian O. Sabel, Tobias Lasser
Conclusion: ViTs performed similarly to CNNs in CXR classification, and their attention-based saliency maps were more useful to radiologists and outperformed GradCAM.
1 code implementation • 1 Aug 2022 • Alessandro Wollek, Theresa Willem, Michael Ingrisch, Bastian Sabel, Tobias Lasser
The proposed IDV approach trained on ID (chest X-ray 14) and OOD data (IRMA and ImageNet) achieved, on average, 0. 999 OOD AUC across the three data sets, surpassing all other OOD detection methods.