Publications

Gabriel Humpire, Colin Jacobs, Mathias Prokop, Bram Van Ginneken, Nikolas Lessmann (2023). Transfer learning from a sparsely annotated dataset of 3D medical images. arXiv, arXiv:2311.05032.

Gabriel Humpire, Nikolas Lessmann, Ernst Th Scholten, Mathias Prokop, Colin Jacobs, Bram Van Ginneken (2023). Kidney abnormality segmentation in thorax-abdomen CT scans. arXiv, arXiv:2309.03383.

Patrick Bilic, Patrick Christ, Hongwei Bran Li, Eugene Vorontsov, Avi Ben-Cohen, Georgios Kaissis, Adi Szeskin, Colin Jacobs, Gabriel Humpire, Gabriel Chartrand, Fabian Lohöfer, Julian Walter Holch, Wieland Sommer, Felix Hofmann, Alexandre Hostettler, Naama Lev-Cohain, Michal Drozdzal, Michal Marianne Amitai, Refael Vivanti, Jacob Sosna, Ivan Ezhov, Anjany Sekuboyina, Fernando Navarro, Florian Kofler, Johannes C Paetzold, Suprosanna Shit, Xiaobin Hu, Jana Lipková, Markus Rempfler, Marie Piraud, Jan Kirschke, Benedikt Wiestler, Zhiheng Zhang, Christian Hülsemeyer, Marcel Beetz, Florian Ettlinger, Michela Antonelli, Woong Bae, Míriam Bellver, Lei Bi, Hao Chen, Grzegorz Chlebus, Erik B Dam, Qi Dou, Chi-Wing Fu, Bogdan Georgescu, Xavier Giró-I-Nieto, Felix Gruen, Xu Han, Pheng-Ann Heng, Jürgen Hesser, Jan Hendrik Moltz, Christian Igel, Fabian Isensee, Paul Jäger, Fucang Jia, Krishna Chaitanya Kaluva, Mahendra Khened, Ildoo Kim, Jae-Hun Kim, Sungwoong Kim, Simon Kohl, Tomasz Konopczynski, Avinash Kori, Ganapathy Krishnamurthi, Fan Li, Hongchao Li, Junbo Li, Xiaomeng Li, John Lowengrub, Jun Ma, Klaus Maier-Hein, Kevis-Kokitsi Maninis, Hans Meine, Dorit Merhof, Akshay Pai, Mathias Perslev, Jens Petersen, Jordi Pont-Tuset, Jin Qi, Xiaojuan Qi, Oliver Rippel, Karsten Roth, Ignacio Sarasua, Andrea Schenk, Zengming Shen, Jordi Torres, Christian Wachinger, Chunliang Wang, Leon Weninger, Jianrong Wu, Daguang Xu, Xiaoping Yang, Simon Chun-Ho Yu, Yading Yuan, Miao Yue, Liping Zhang, Jorge Cardoso, Spyridon Bakas, Rickmer Braren, Volker Heinemann, Christopher Pal, An Tang, Samuel Kadoury, Luc Soler, Bram Van Ginneken, Hayit Greenspan, Leo Joskowicz, Bjoern Menze (2023). The Liver Tumor Segmentation Benchmark (LiTS). Medical Image Analysis 84, 102680.

Gabriel Humpire (2023). Automatic Segmentation of Battery Cells of Electric Vehicles.

Gabriel Humpire, Joris Bukala, Ernst T Scholten, Mathias Prokop, Bram Van Ginneken, Colin Jacobs (2020). Fully Automatic Volume Measurement of the Spleen at CT Using Deep Learning. Radiology: Artificial Intelligence, 2020;2(4):e190102.

Gabriel Humpire (2020). Deep Learning for Localization and Segmentation in Thorax Abdomen CT. Radboud University.

Gabriel Humpire, Arnaud Setio, Bram Van Ginneken, Colin Jacobs (2018). Efficient organ localization using multi-label convolutional neural networks in thorax-abdomen CT scans. Physics in Medicine & Biology, Volume 63, Number 8, 085003.

Gabriel Humpire, Arnaud Setio, Bram Van Ginneken, Colin Jacobs (2017). Organ detection in thorax abdomen CT using multi-label convolutional neural networks. Proceedings Volume 10134, Medical Imaging 2017: Computer-Aided Diagnosis (SPIE).

Gabriel Humpire, Agma Traina, Caetano Traina (2012). FSCoMS: Feature selection of medical images based on compactness measure from scatterplots. 2012 IEEE Second International Conference on Healthcare Informatics, Imaging and Systems Biology (HISB).

Alceu Costa, Gabriel Humpire, Agma Traina (2012). An Efficient Algorithm for Fractal Analysis of Textures. Graphics, Patterns and Images (SIBGRAPI), 2012 25th SIBGRAPI Conference on Graphics, Patterns and Images.