Towards Fine-grained Visual Representations by Combining Contrastive Learning with Image Reconstruction and Attention-weighted Pooling. - Jonas Dippel; Steffen Vogler; Johannes Höhne (CoRR, 2021)

Machine Learning for Health: Algorithm Auditing & Quality Control. - Luis Oala; Andrew G. Murchison; Pradeep Balachandran; Shruti Choudhary; Jana Fehr; Alixandro Werneck Leite; Peter G. Goldschmidt; Christian Johner; Elora D. M. Schörverth; Rose Nakasi; Martin Meyer; Federico Cabitza; et al. (J. Medical Syst., 2021)

Croissant: A Metadata Format for ML-Ready Datasets. - Mubashara Akhtar; Omar Benjelloun; Costanza Conforti; Pieter Gijsbers; Joan Giner-Miguelez; Nitisha Jain; Michael Kuchnik; Quentin Lhoest; Pierre Marcenac; Manil Maskey; Peter Mattson; Luis Oala; et al. (DEEM@SIGMOD, 2024)

Medical Image Retrieval Using Pretrained Embeddings. - Farnaz Khun Jush; Tuan Truong; Steffen Vogler; Matthias Lenga (ISBI, 2024)

Croissant: A Metadata Format for ML-Ready Datasets. - Mubashara Akhtar; Omar Benjelloun; Costanza Conforti; Luca Foschini 002; Joan Giner-Miguelez; Pieter Gijsbers; Sujata S. Goswami; Nitisha Jain; Michalis Karamousadakis; Michael Kuchnik; Satyapriya Krishna; Sylvain Lesage; et al. (NeurIPS, 2024)

Croissant: A Metadata Format for ML-Ready Datasets. - Mubashara Akhtar; Omar Benjelloun; Costanza Conforti; Joan Giner-Miguelez; Nitisha Jain; Michael Kuchnik; Quentin Lhoest; Pierre Marcenac; Manil Maskey; Peter Mattson; Luis Oala; Pierre Ruyssen; et al. (CoRR, 2024)

DiNO-Diffusion. Scaling Medical Diffusion via Self-Supervised Pre-Training. - Guillermo Jiménez-Pérez; Pedro Osório; Josef Cersovsky; Javier Montalt-Tordera; Jens Hooge; Steffen Vogler; Sadegh Mohammadi 003 (CoRR, 2024)

A Standardized Machine-readable Dataset Documentation Format for Responsible AI. - Nitisha Jain; Mubashara Akhtar; Joan Giner-Miguelez; Rajat Shinde; Joaquin Vanschoren; Steffen Vogler; Subhra S. Goswami; Yuhan Rao; Tim Santos; Luis Oala; Michalis Karamousadakis; Manil Maskey; et al. (CoRR, 2024)

DiNO-Diffusion: Scaling Medical Diffusion Models via Self-Supervised Pre-Training. - Guillermo Jiménez-Pérez; Pedro Osório; Josef Cersovsky; Javier Montalt-Tordera; Jens Hooge; Steffen Vogler; Sadegh Mohammadi 003 (MIUA (1), 2025)

Content-Based Image Retrieval for Multi-Class Volumetric Radiology Images: A Benchmark Study. - Farnaz Khun Jush; Steffen Vogler; Tuan Truong; Matthias Lenga (IEEE Access, 2025)

Content-based 3D Image Retrieval and a ColBERT-inspired Re-ranking for Tumor Flagging and Staging. - Farnaz Khun Jush; Steffen Vogler; Matthias Lenga (CoRR, 2025)