Valentin Koch

According to our database, Valentin Koch authored at least 6 papers between 2020 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2025

CellPilot: A Unified Approach to Automatic and Interactive Segmentation in Histopathology.

Philipp Endres, Valentin Koch, Julia A. Schnabel, Carsten Marr

Proceedings of the 22nd IEEE International Symposium on Biomedical Imaging, 2025

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

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

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2024, 2024

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

Proceedings of the IEEE International Symposium on Biomedical Imaging, 2024

2022

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

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2022, 2022

2020

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