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Overcoming data scarcity in biomedical imaging with a foundational multi-task model2024 Nature Computational Science article Computer Science Domain Adaptation and Few-Shot Learning Open access
Till Nicke, Henning Höfener, Annkristin Lange, Dorit Merhof, Friedrich Feuerhake, Volkmar Schulz, +2 more
73citations -
Unconditional latent diffusion models memorize patient imaging data2025 Nature Biomedical Engineering article Computer Science Generative Adversarial Networks and Image Synthesis
Marvin Seyfarth, Isabelle Ayx, Theano Papavassiliu, Stefan Oswald Schoenberg, Robert Malte Siepmann, Fabian Christopher Laqua, +7 more
18citations -
Deep learning for 3D vascular segmentation in hierarchical phase contrast tomography: a case study on kidney2024 Scientific Reports article Computer Science Medical Image Segmentation Techniques Open access cited by 1 patent
Ekin Yağış, Shahab Aslani, Yashvardhan Jain, Yang Zhou, Shahrokh Rahmani, Joseph Brunet, +7 more
25citations -
CoNeS: Conditional neural fields with shift modulation for multi-sequence MRI translation2024 The Journal of Machine Learning for Biomedical Imaging article Computer Science Generative Adversarial Networks and Image Synthesis Open access
Yunjie Chen, Marius Staring, Olaf M. Neve, Stephan R. Romeijn, Erik Frans Hensen, Berit M. Verbist, +2 more
6citations -
Improving Uncertainty-Error Correspondence in Deep Bayesian Medical Image Segmentation2024 The Journal of Machine Learning for Biomedical Imaging article Computer Science Medical Image Segmentation Techniques Open access
Prerak Mody, Nicolas F. Chaves-de-Plaza, Chinmay Rao, Eleftheria Astrenidou, Mischa de Ridder, Nienke Hoekstra, +2 more
2citations -
Segmentation-Driven Optimization For Iterative Reconstruction in Optical Projection Tomography: An Exploration2020 IEEE Transactions on Computational Imaging article Computer Science Medical Image Segmentation Techniques Open access
Xiaoqin Tang, Hermes Spaink, Rob Christiaan van Wijk, Fons J. Verbeek
2citations -
Multiscale segmentation using hierarchical phase-contrast tomography and deep learning2026 PLoS Computational Biology article Computer Science Medical Image Segmentation Techniques Open access
Yang Zhou, Shahab Zeini Aslani, Yousef Javanmardi, Joseph Brunet, David Stansby, Saskia Carroll, +5 more
3citations -
Uncertainty Quantification in Machine Learning Based Segmentation: A Post-Hoc Approach for Left Ventricle Volume Estimation in MRI2025 SIAM/ASA Journal on Uncertainty Quantification article Computer Science Medical Image Segmentation Techniques Open access
Felix Terhag, Philipp Knechtges, Achim Basermann, Raul F. Tempone
1citations
19 results