no code implementations • 7 Aug 2023 • Anton Vasiliuk, Daria Frolova, Mikhail Belyaev, Boris Shirokikh
EPD is our core contribution to the new problem design, allowing us to rank methods based on their clinical impact.
no code implementations • 23 Jun 2023 • Anton Vasiliuk, Daria Frolova, Mikhail Belyaev, Boris Shirokikh
Segmentation-dedicated ones still achieve suboptimal performance, with the best mean FPR of 0. 31 (lower is better).
1 code implementation • 13 Dec 2022 • Daria Frolova, Anton Vasiliuk, Mikhail Belyaev, Boris Shirokikh
Carefully discussing the limitations, we conclude that our method solves the sample-level OOD detection on 3D medical images in the current setting.
no code implementations • 1 Nov 2022 • Anton Vasiliuk, Daria Frolova, Mikhail Belyaev, Boris Shirokikh
When applying a Deep Learning model to medical images, it is crucial to estimate the model uncertainty.