no code implementations • 18 Mar 2024 • Lisa Weijler, Muhammad Jehanzeb Mirza, Leon Sick, Can Ekkazan, Pedro Hermosilla
Given access to paired image-pointcloud (2D-3D) data, we first optimize a 3D segmentation backbone for the main task of semantic segmentation using the pointclouds and the task of 2D $\to$ 3D KD by using an off-the-shelf 2D pre-trained foundation model.
1 code implementation • 6 Nov 2023 • Lisa Weijler, Florian Kowarsch, Michael Reiter, Pedro Hermosilla, Margarita Maurer-Granofszky, Michael Dworzak
This limitation becomes particularly relevant in scenarios where the attributes captured during data acquisition vary across different samples.
no code implementations • 27 Jul 2023 • Florian Kowarsch, Lisa Weijler, Florian Kleber, Matthias Wödlinger, Michael Reiter, Margarita Maurer-Granofszky, Michael Dworzak
Explainability for Deep Learning Models is especially important for clinical applications, where decisions of automated systems have far-reaching consequences.
1 code implementation • 23 Aug 2021 • Matthias Wödlinger, Michael Reiter, Lisa Weijler, Margarita Maurer-Granofszky, Angela Schumich, Elisa O. Sajaroff, Stefanie Groeneveld-Krentz, Jorge G. Rossi, Leonid Karawajew, Richard Ratei, Michael Dworzak
Acute Lymphoblastic Leukemia (ALL) is the most frequent hematologic malignancy in children and adolescents.