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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 -
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 -
Sampling on Random Subspaces under Limited Data in the Context of Exploratory Landscape Analysis2026 Zenodo (CERN European Organization for Nuclear Research) dataset Computer Science Metaheuristic Optimization Algorithms Research Open access
Iván Olarte Rodríguez, Anja Jankovič, Thomas Bäck, Elena Raponi
0citations -
Sampling on Random Subspaces under Limited Data in the Context of Exploratory Landscape Analysis2026 Zenodo (CERN European Organization for Nuclear Research) dataset Computer Science Metaheuristic Optimization Algorithms Research Open access
Iván Olarte Rodríguez, Anja Jankovič, Thomas Bäck, Elena Raponi
0citations -
PricoMS: Prior-coordinated multiscale synthesis network for self-supervised–aided vessel segmentation in intravascular ultrasound image amidst label scarcity2025 Knowledge-Based Systems article Computer Science Medical Image Segmentation Techniques Open access
Xingru Huang, Huawei Wang, Shuaibin Chen, Shaowei Jiang, Retesh Bajaj, Nathan Angelo Lecaros Yap, +9 more
1citations -
Noisecut: a python package for noise-tolerant classification of binary data using prior knowledge integration and max-cut solutions2024 BMC Bioinformatics software-paper Computer Science Machine Learning and Data Classification Open access
Moein E. Samadi, Hedieh Mirzaieazar, Alexander Mitsos, Andreas Schuppert
5citations -
Enhancing Rare Object Detection on Roadways Through Conditional Diffusion Models for Data Augmentation2024 IEEE Transactions on Intelligent Transportation Systems article Computer Science Advanced Neural Network Applications cited by 1 patent
Hancheng Zhang, Yuanyuan Hu, Zhendong Qian, Jirui Sha, Min Xie, Yuyang Wan, +1 more
6citations -
Morphological classification of radio galaxies with Wasserstein generative adversarial network-supported augmentation2023 RAS Techniques and Instruments article Computer Science Advanced Vision and Imaging Open access
Lennart Rustige, Janis Kummer, Florian Griese, K. Borras, M. Brüggen, Patrick Connor, +4 more
14citations -
Low-Resource Vision Challenges for Foundation Models11citations
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Deep learning-based 3D reconstruction of dentate nuclei in Friedreich’s ataxia from T2*weighted MR images2025 Machine Learning with Applications article Computer Science Medical Image Segmentation Techniques Open access
Trushal Sardhara, Ravi Dadsena, Roland Can Aydin, R.-D Hilgers, Jörg Bernhard Schulz, Kathrin Reetz, +12 more
1citations