1 code implementation • 24 Nov 2022 • Sophie Ostmeier, Brian Axelrod, Benjamin F. J. Verhaaren, Abdelkader Mahammedi, Li-Jia Li, Greg Zaharchuk, Soren Christensen, Jeremy J. Heit
Conclusion: The 3d CNN trained on one neuroradiologist generalizes to acute ischemic stroke segmentation on NCCT of other neuroradiologists.
1 code implementation • 26 Sep 2022 • Sophie Ostmeier, Brian Axelrod, Jeroen Bertels, Fabian Isensee, Maarten G. Lansberg, Soren Christensen, Gregory W. Albers, Li-Jia Li, Jeremy J. Heit
We study how uncertain, small, and empty reference annotations influence the value of metrics for medical image segmentation on an in-house data set regardless of the model.
no code implementations • 24 Jun 2020 • Alejandro Ungría Hirte, Moritz Platscher, Thomas Joyce, Jeremy J. Heit, Eric Tranvinh, Christian Federau
We show that high quality, diverse and realistic-looking diffusion-weighted magnetic resonance images can be synthesized using deep generative models.