Raphael Stock

PhD student, Division of Medical Image Computing, Deutsches Krebsforschungszentrum

Joined

April 2024

Names

Raphael Stock (Preferred)

Emails

****@dkfz-heidelberg.de (Confirmed)

Personal Links

DBLP

ORCID

Career & Education History

PhD student

Division of Medical Image Computing, Deutsches Krebsforschungszentrum (dkfz-heidelberg.de)

2023 – Present

Advisors, Relations & Conflicts

PhD Advisor

Klaus Maier-Hein

Present

Expertise

Vision-Language Models

2023 – Present

Computer Vision

2023 – Present

Medical Report Generation

2023 – Present

Publications

Evaluating the Evaluators: On the Reliability of Automated Label Extraction for Radiology Reports
Raphael Stock, Moritz Langenberg, David Zimmerer, Katharina Dvornikovich, Julius C. Holzschuh, Jonathan Suprijadi, Constantin Ulrich, Aditya Rastogi, Kai Schlamp, Philipp Vollmuth, Klaus Maier-Hein
- MIDL 2026 - Short Papers Poster
- Readers: Everyone
Primus: Enforcing Attention Usage for 3D Medical Image Segmentation
Tassilo Wald, Saikat Roy, Fabian Isensee, Constantin Ulrich, Sebastian Ziegler, Dasha Trofimova, Raphael Stock, Michael Baumgartner, Gregor Koehler, Klaus Maier-Hein
- Accepted by TMLR
- Readers: Everyone
Primus: Enforcing Attention Usage for 3D Medical Image Segmentation
Tassilo Wald, Saikat Roy, Fabian Isensee, Constantin Ulrich, Sebastian Ziegler, Dasha Trofimova, Raphael Stock, Michael Baumgartner, Gregor Koehler, Klaus Maier-Hein
- Submitted to ICLR 2026
- Readers: Everyone
Fine-tuning Vision Foundation Models for Multi-Modal Prostate MR Sequence Classification
Stefan Denner, Balint Kovacs, David Zimmerer, Deepa Krishnaswamy, Dimitrios Bounias, Raphael Stock, Markus Ralf Bujotzek, Fergus Imrie, Andriy Fedorov, Klaus Maier-Hein
- MIDL 2025 - Short Papers
- Readers: Everyone
Primus: Enforcing Attention Usage for 3D Medical Image Segmentation
Tassilo Wald, Saikat Roy, Fabian Isensee, Constantin Ulrich, Sebastian Ziegler, Dasha Trofimova, Raphael Stock, Michael Baumgartner, Gregor Köhler, Klaus H. Maier-Hein
- CoRR 2025
- Readers: Everyone
Visual Prompt Engineering for Vision Language Models in Radiology
Stefan Denner, Markus Ralf Bujotzek, Dimitrios Bounias, David Zimmerer, Raphael Stock, Klaus Maier-Hein
- MIDL 2025 Poster
- Readers: Everyone
PSFHS challenge report: Pubic symphysis and fetal head segmentation from intrapartum ultrasound images
Jieyun Bai, Zihao Zhou, Zhanhong Ou, Gregor Köhler, Raphael Stock, Klaus H. Maier-Hein, Marawan Elbatel, Robert Martí, Xiaomeng Li, Yaoyang Qiu, Panjie Gou, Gongping Chen, Lei Zhao, Jianxun Zhang, Yu Dai, Fangyijie Wang, Guénolé Silvestre, Kathleen M. Curran, Hongkun Sun, Jing Xu et al. (9 additional authors not shown)
- Medical Image Anal. 2025
- Readers: Everyone
Corrigendum to "PSFHS challenge report: pubic symphysis and fetal head segmentation from intrapartum ultrasound images" [Medical Image Analysis 99 (2025),103353]
Jieyun Bai, Zihao Zhou, Zhanhong Ou, Gregor Köhler, Raphael Stock, Klaus H. Maier-Hein, Marawan Elbatel, Robert Martí, Xiaomeng Li, Yaoyang Qiu, Panjie Gou, Gongping Chen, Lei Zhao, Jianxun Zhang, Yu Dai, Fangyijie Wang, Guénolé C. M. Silvestre, Kathleen M. Curran, Hongkun Sun, Jing Xu et al. (9 additional authors not shown)
- Medical Image Anal. 2025
- Readers: Everyone
Leveraging foundation models for content-based image retrieval in radiology
Stefan Denner, David Zimmerer, Dimitrios Bounias, Markus Bujotzek, Shuhan Xiao, Raphael Stock, Lisa Kausch, Philipp Schader, Tobias Penzkofer, Paul F. Jäger, Klaus H. Maier-Hein
- Comput. Biol. Medicine 2025
- Readers: Everyone
Tumor Detection, Segmentation and Classification Challenge on Automated 3D Breast Ultrasound: The TDSC-ABUS Challenge
Gongning Luo, Mingwang Xu, Hongyu Chen, Xinjie Liang, Xing Tao, Dong Ni, Hyunsu Jeong, Chulhong Kim, Raphael Stock, Michael Baumgartner, Yannick Kirchhoff, Maximilian Rokuss, Klaus H. Maier-Hein, Zhikai Yang, Tianyu Fan, Nicolas Boutry, Dmitry Tereshchenko, Arthur Moine, Maximilien Charmetant, Jan Sauer et al. (17 additional authors not shown)
- CoRR 2025
- Readers: Everyone

View all 18 publications

Co-Authors

View all 117 co-authors