Publications
2026
++nnU-Net: Scaling nnU-Net with Prefix-Based Data Augmentation
Ana Sofia Ferreira Santos, André Ferreira, Gijs Luijten, Naida Solak, Lisle Faray de Paiva, Behrus Hinrichs-Puladi, Jens Kleesiek, Jan Egger, Victor Alves
arXiv — 2026-06
VS-DDPM: Efficient Low-Cost Diffusion Model for Medical Modality Translation
Nikoo Moradi, Gijs Luijten, Behrus Hinrichs-Puladi, Jens Kleesiek, Victor Alves, Jan Egger, André Ferreira
arXiv — 2026-04-24
Achieving Over 10× Faster Sample Generation with Conditional Denoising Diffusion
André Ferreira, Gijs Luijten, Behrus Hinrichs-Puladi, Jens Kleesiek, Victor Alves, Jan Egger
Segmentation, Classification, and Synthesis for Brain Tumors and Traumatic Brain Injuries — 2026-04 2025
Comparative Analysis of nnUNet and MedNeXt for Head and Neck Tumor Segmentation in MRI-Guided Radiotherapy
Nikoo Moradi, André Ferreira, Behrus Hinrichs-Puladi, Jens Kleesiek, Emad Fatemizadeh, Gijs Luijten, Victor Alves, Jan Egger
Head and Neck Tumor Segmentation for MR-Guided Applications — 2025-03-03
GBM-Reservoir: Brain tumor (Glioblastoma Multiforme) MRI dataset collection with ground truth segmentation masks
Naida Solak, André Ferreira, Gijs Luijten, Behrus Hinrichs-Puladi, Victor Alves, Jan Egger
Data in Brief — 2025-02
MedShapeNet -- A Large-Scale Dataset of 3D Medical Shapes for Computer Vision
Jianning Li, Antonio Pepe, Christina Gsaxner, Gijs Luijten, Yuan Jin, Narmada Ambigapathy, Enrico Nasca, Naida Solak, Gian Marco Melito, Afaque Rafique Memon, Xiaojun Chen, Jan Stefan Kirschke, Ezequiel de la Rosa, Patrick Ferdinand Christ, Hongwei Bran Li, David G. Ellis, Michele R. Aizenberg, Sergios Gatidis, Thomas Küstner, Nadya Shusharina, Nicholas Heller, Vincent Andrearczyk, Adrien Depeursinge, Mathieu Hatt, Anjany Sekuboyina, Maximilian Löffler, Hans Liebl, Reuben Dorent, Tom Vercauteren, Jonathan Shapey, Aaron Kujawa, Stefan Cornelissen, Patrick Langenhuizen, Achraf Ben-Hamadou, Ahmed Rekik, Sergi Pujades, Edmond Boyer, Federico Bolelli, Costantino Grana, Luca Lumetti, Hamidreza Salehi, Jun Ma, Yao Zhang, Ramtin Gharleghi, Susann Beier, Eduardo A. Garza-Villarreal, Thania Balducci, Diego Angeles-Valdez, Roberto Souza, Leticia Rittner, Richard Frayne, Yuanfeng Ji, Soumick Chatterjee, Andreas Nürnberger, Joao Pedrosa, Carlos Ferreira, Guilherme Aresta, Antonio Cunha, Aurelio Campilho, Yannick Suter, Jose Garcia, Alain Lalande, Emmanuel Audenaert, Claudia Krebs, Timo Van Leeuwen, Evie Vereecke, Rainer Röhrig, Frank Hölzle, Vahid Badeli, Kathrin Krieger, Matthias Gunzer, Jianxu Chen, Amin Dada, Miriam Balzer, Jana Fragemann, Frederic Jonske, Moritz Rempe, Stanislav Malorodov, Fin Hendrik Bahnsen, Constantin Seibold, Alexander Jaus, Ana Sofia Ferreira Santos, Mariana Lindo, André Ferreira, Victor Alves, Michael Kamp, Amr Abourayya, Felix Nensa, Fabian Hörst, Alexander Brehmer, Lukas Heine, Lars E. Podleska, Matthias A. Fink, Julius Keyl, Konstantinos Tserpes, Moon Kim, Shireen Elhabian, Hans Lamecker, Dzenan Zukic, Beatriz Paniagua, Christian Wachinger, Martin Urschler, Luc Duong, Jakob Wasserthal, Peter F. Hoyer, Oliver Basu, Thomas Maal, Max J. H. Witjes, Ping Luo, Björn Menze, Mauricio Reyes, Christos Davatzikos, Behrus Hinrichs-Puladi, Jens Kleesiek, Jan Egger, Zongwei Zhou, Jiancheng Yang, Chongyu Qu, Tiezheng Zhang, Xiaoxi Chen, Wenxuan Li, Marek Wodzinski, Paul Friedrich, Kangxian Xie, Viet Duc Vu, Christopher Schlachta, Sandrine De Ribaupierre, Rajnikant Patel, Roy Eagleson, Heinrich Mächler, Arcot Sowmya, Vincenzo Ferrari, Florian Dubost, Stefanie Schreiber, Hendrik Mattern, Oliver Speck, Daniel Haehn, Christoph John, Vicky Vandenbossche, Aline Van Oevelen, Kate Duquesne, Hamza Mekhzoum, Jef Vandemeulebroucke, Hauke Heidemeyer, Timo van Meegdenburg, Zdravko Marinov, Paul F. Jäger, Rainer Stiefelhagen, Yannik Hanusrichter, Martin Weßling, Marcel Dudda, Gregor Schiele, Ti-chiun Chang, Seyed-Ahmad Ahmadi, Thomas M. Deserno, Pascal Fua, Alan L. Yuille
Biomedical Engineering / Biomedizinische Technik — 2025-02 2024
Brain Tumour Removing and Missing Modality Generation using 3D WDM
André Ferreira, Gijs Luijten, Behrus Hinrichs-Puladi, Jens Kleesiek, Victor Alves, Jan Egger
arXiv — 2024-12
Improved Multi-Task Brain Tumour Segmentation with Synthetic Data Augmentation
André Ferreira, Tiago Jesus, Behrus Hinrichs-Puladi, Jens Kleesiek, Victor Alves, Jan Egger
arXiv — 2024-12
How we won BraTS 2023 Adult Glioma challenge? Just faking it! Enhanced Synthetic Data Augmentation and Model Ensemble for brain tumour segmentation
André Ferreira, Naida Solak, Jianning Li, Philipp Dammann, Jens Kleesiek, Victor Alves, Jan Egger
arXiv — 2024-07
Generalisation of Segmentation Using Generative Adversarial Networks
André Ferreira, Gijs Luijten, Behrus Hinrichs-Puladi, Jens Kleesiek, Victor Alves, Jan Egger
2024 IEEE International Symposium on Biomedical Imaging (ISBI) — 2024-05-27
A Meta-Review about Medical 3D Printing
Melissa Meister, Gijs Luijten, Christina Gsaxner, Kunpeng Xie, Lennart J. Gruber, Jianning Li, Antonio Pepe, Yao Li, Ashkan Rashad, Constantin Seibold, Fin Hendrik Bahnsen, Moon Kim, Nino Fijačko, Frank Hölzle, Malik Sallam, Rainer Röhrig, Gregor Štiglic, Julius Keyl, Jens Kleesiek, Victor Alves, Xiaojun Chen, Behrus Hinrichs-Puladi, Jan Egger
medRxiv — 2024-04-12
GAN-based generation of realistic 3D volumetric data: A systematic review and taxonomy
André Ferreira, Jianning Li, Kelsey L. Pomykala, Jens Kleesiek, Victor Alves, Jan Egger
Medical Image Analysis — 2024-04
Deep PCCT: Photon Counting Computed Tomography Deep Learning Applications Review
Ana Carolina Alves, André Ferreira, Gijs Luijten, Jens Kleesiek, Behrus Hinrichs-Puladi, Jan Egger, Victor Alves
arXiv — 2024-02
Multilingual Natural Language Processing Model for Radiology Reports -- The Summary is all you need!
Mariana Lindo, Ana Sofia Ferreira Santos, André Ferreira, Jianning Li, Gijs Luijten, Gustavo Correia, Moon Kim, Benedikt Michael Schaarschmidt, Cornelius Deuschl, Johannes Haubold, Jens Kleesiek, Jan Egger, Victor Alves
arXiv — 2024-01-13 2023
Open-source skull reconstruction with MONAI
Jianning Li, André Ferreira, Behrus Hinrichs-Puladi, Victor Alves, Michael Kamp, Moon Kim, Felix Nensa, Jens Kleesiek, Seyed-Ahmad Ahmadi, Jan Egger
SoftwareX — 2023-07
Towards clinical applicability and computational efficiency in automatic cranial implant design: An overview of the AutoImplant 2021 cranial implant design challenge
Jianning Li, David G. Ellis, Oldřich Kodym, Laurèl Rauschenbach, Christoph Rieß, Ulrich Sure, Karsten H. Wrede, Carlos M. Alvarez, Marek Wodzinski, Mateusz Daniol, Daria Hemmerling, Hamza Mahdi, Allison Clement, Evan Kim, Zachary Fishman, Cari M. Whyne, James G. Mainprize, Michael R. Hardisty, Shashwat Pathak, Chitimireddy Sindhura, Rama Krishna Sai S. Gorthi, Degala Venkata Kiran, Subrahmanyam Gorthi, Bokai Yang, Ke Fang, Xingyu Li, Artem Kroviakov, Lei Yu, Yuan Jin, Antonio Pepe, Christina Gsaxner, Adam Herout, Victor Alves, Michal Španěl, Michele R. Aizenberg, Jens Kleesiek, Jan Egger
Medical Image Analysis — 2023-06 2022
Radiomics in Head and Neck Cancer Outcome Predictions
Maria Gonçalves, Christina Gsaxner, André Ferreira, Jianning Li, Behrus Hinrichs-Puladi, Jens Kleesiek, Jan Egger, Victor Alves
Diagnostics — 2022-11-08
Open-Source Skull Reconstruction with MONAI
Jianning Li, André Ferreira, Behrus Hinrichs-Puladi, Victor Alves, Michael Kamp, Moon Kim, Felix Nensa, Jens Kleesiek, Seyed-Ahmad Ahmadi, Jan Egger
arXiv — 2022-11
GAN-based generation of realistic 3D data: A systematic review and taxonomy
André Ferreira, Jianning Li, Kelsey L. Pomykala, Jens Kleesiek, Victor Alves, Jan Egger
arXiv — 2022-07
Generation of Synthetic Rat Brain MRI Scans with a 3D Enhanced Alpha Generative Adversarial Network
André Ferreira, Ricardo Magalhães, Sébastien Mériaux, Victor Alves
Applied Sciences — 2022-05-11
Generation of Synthetic Data: A Generative Adversarial Networks Approach
André Ferreira, Ricardo Magalhães, Victor Alves
Big Data Analytics and Artificial Intelligence in the Healthcare Industry — 2022-04 2021
Radiomics in head and neck cancer
Maria Gonçalves, Christina Gsaxner, Jan Egger, Victor Alves
Computer-Aided Oral and Maxillofacial Surgery — 2021-04-29
Synthetic skull bone defects for automatic patient-specific craniofacial implant design
Jianning Li, Christina Gsaxner, Antonio Pepe, Ana Morais, Victor Alves, Gord von Campe, Jürgen Wallner, Jan Egger
2021-01-29 
