Search Results for author: Theresa Willem

Found 3 papers, 2 papers with code

Attention-based Saliency Maps Improve Interpretability of Pneumothorax Classification

1 code implementation3 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.

Classification Lung Disease Classification

A knee cannot have lung disease: out-of-distribution detection with in-distribution voting using the medical example of chest X-ray classification

1 code implementation1 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.

Classification Multi-Label Classification +2

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