Multi-Scale deep learning framework for cochlea localization, segmentation and analysis on clinical ultra-high-resolution CT images. - Floris Heutink; Valentin Koch; Berit Verbist; Willem Jan van der Woude; Emmanuel Mylanus; Wendy Huinck; Ioannis Sechopoulos; Marco Caballo (Comput. Methods Programs Biomed., 2020)

Noise Transfer for Unsupervised Domain Adaptation of Retinal OCT Images. - Valentin Koch; Olle G. Holmberg; Hannah Spitzer; Johannes Schiefelbein; Ben Asani; Michael Hafner; Fabian J. Theis (MICCAI (2), 2022)

Low-Resource Finetuning of Foundation Models Beats State-of-the-Art in Histopathology. - Benedikt Roth; Valentin Koch; Sophia J. Wagner; Julia A. Schnabel; Carsten Marr; Tingying Peng (ISBI, 2024)

DinoBloom: A Foundation Model for Generalizable Cell Embeddings in Hematology. - Valentin Koch; Sophia J. Wagner; Salome Kazeminia; Ece Sancar; Matthias Hehr; Julia A. Schnabel; Tingying Peng; Carsten Marr (MICCAI (12), 2024)

UNICORN: A Deep Learning Model for Integrating Multi-Stain Data in Histopathology. - Valentin Koch; Sabine Bauer; Valerio Lupperger; Michael Joner; Heribert Schunkert; Julia A. Schnabel; Moritz von Scheidt; Carsten Marr (CoRR, 2024)

CellPilot: A Unified Approach to Automatic and Interactive Segmentation in Histopathology. - Philipp Endres; Valentin Koch; Julia A. Schnabel; Carsten Marr (ISBI, 2025)