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Label scarcity in biomedicine: Data-rich latent factor discovery enhances phenotype prediction2021 arXiv (Cornell University) preprint Biochemistry, Genetics and Molecular Biology Biomedical Text Mining and Ontologies Open access
Marc-André Schulz, Bertrand Thirion, Alexandre Gramfort, Gaël Varoquaux, Danilo Bzdok
1citations -
Discovering High-Quality Process Models Despite Data Scarcity2023 arXiv (Cornell University) preprint Business, Management and Accounting Business Process Modeling and Analysis Open access
Jan Niklas Adams, Jari Peeperkorn, Tobias Brockhoff, Isabelle Terrier, Heiko Göhner, Merih Seran Uysal, +3 more
2citations -
Overcoming data scarcity in biomedical imaging with a foundational multi-task model2024 Nature Computational Science article Medicine Radiomics and Machine Learning in Medical Imaging Open access
Till Nicke, Henning Höfener, Annkristin Lange, Dorit Merhof, Friedrich Feuerhake, Volkmar Schulz, +2 more
73citations -
Overcoming Data Scarcity in Biomedical Imaging with a Foundational Multi-Task Model2023 arXiv (Cornell University) preprint Medicine Radiomics and Machine Learning in Medical Imaging Open access
Raphael Schäfer, Till Nicke, Henning Höfener, Annkristin Lange, Dorit Merhof, Friedrich Feuerhake, +3 more
2citations -
Data Augmentation for Cardiovascular Time Series Data Using WaveNet2023 IEEE Symposium Series on Computational Intelligence (SSCI) conference-paper Medicine ECG Monitoring and Analysis
Robert Feldhans, Alexander Schulz, Johannes Kummert, Moriz Habigt, Maike Stemmler, Christina Kohler, +3 more
2citations -
Assessment of Simulated Data for Training Semantic Segmentation-based Perception Models in Construction2025 Procedia Computer Science conference-paper Computer Science Advanced Neural Network Applications Open access
Jorge Luis Jiménez Aparicio, David Böken, Johannes Sprink, Xiaoting Wang, Jürgen Roßmann
0citations -
GAN-based generation of realistic 3D volumetric data: A systematic review and taxonomy2024 Medical Image Analysis review Computer Science Generative Adversarial Networks and Image Synthesis Open access
André Filipe Ferreira, Jianning Li, Kelsey L. Pomykala, Jens Kleesiek, Victor Alves, Jan Egger
45citations -
Generating Cardiovascular Data to Improve Training of Assistive Heart Devices2023 IEEE Symposium Series on Computational Intelligence (SSCI) conference-paper Engineering Mechanical Circulatory Support Devices
Johannes Kummert, Alexander Schulz, Robert Feldhans, Moriz Habigt, Maike Stemmler, Christina Kohler, +3 more
2citations