Deep learning for medical applications and image analysis
Multimodal clinical decision support systems and report generation
Medical applications of vision-language models and visual question answering (VQA)
Generative models for interpretable feature extraction and self-supervision
Curriculum vitae
Matthias Keicher is a senior PhD student at the Chair for Computer Aided Medical Procedures based at the IFL Lab in the hospital Klinikum rechts der Isar in Munich. He leads a research team with a focus on structured report generation and clinical applications of vision-language models funded by the DIVA project.
09/2019 - current: PhD student at the Chair for Computer Aided Medical Procedures
02/2019 - current: Research Manager at the Chair for Computer Aided Medical Procedures
08/2016 - 12/2018: CTO and Managing Director of SurgicEye GmbH
Dosimetry, interventional radiology and radio-embolisation
05/2015 - 07/2016: Director of Business Development, SurgicEye GmbH
Hedderich, Dennis M.; Keicher, Matthias; Wiestler, Benedikt; Gruber, Martin J.; Burwinkel, Hendrik; Hinterwimmer, Florian; Czempiel, Tobias; Spiro, Judith E.; Pinto dos Santos, Daniel; Heim, Dominik; Zimmer, Claus; Rückert, Daniel; Kirschke, Jan S.; Navab, Nassir: AI for Doctors—A Course to Educate Medical Professionals in Artificial Intelligence for Medical Imaging. Healthcare 9 (10), 2021, 1278 more…
Hedderich, Dennis M; Keicher, Matthias; Wiestler, Benedikt; Gruber, Martin J; Burwinkel, Hendrik; Hinterwimmer, Florian; Czempiel, Tobias; Spiro, Judith E; Pinto Dos Santos, Daniel; Heim, Dominik; Zimmer, Claus; Rückert, Daniel; Kirschke, Jan S; Navab, Nassir: AI for Doctors-A Course to Educate Medical Professionals in Artificial Intelligence for Medical Imaging. 9 (10), 2021 more…
Zellner, Tobias; Burwinkel, Hendrik; Keicher, Matthias; Bani-Harouni, David; Navab, Nassir; Ahmadi, Seyed-Ahmad; Eyer, Florian: Decision support for toxin prediction using artificial intelligence. 59 (6), 2021, 541-541 more…
2020
Czempiel, Tobias; Paschali, Magdalini; Keicher, Matthias; Simson, Walter; Feussner, Hubertus; Kim, Seong Tae; Navab, Nassir: TeCNO: Surgical Phase Recognition with Multi-stage Temporal Convolutional Networks. In: Medical Image Computing and Computer Assisted Intervention – MICCAI 2020. Springer International Publishing, 2020 more…
Elskhawy, Abdelrahman; Lisowska, Aneta; Keicher, Matthias; Henry, Joseph; Thomson, Paul; Navab, Nassir: Continual Class Incremental Learning for CT Thoracic Segmentation. In: Domain Adaptation and Representation Transfer, and Distributed and Collaborative Learning. Springer International Publishing, 2020 more…
2014
Okur, Asl?; Hennersperger, Christoph; Runyan, Brent; Gardiazaball, José; Keicher, Matthias; Paepke, Stefan; Wendler, Thomas; Navab, Nassir: FhSPECT-US guided needle biopsy of sentinel lymph nodes in the axilla: is it feasible? 17 (Pt 1), 2014, 577-84 more…
Student projects
Feel free to contact me if your interested in an IDP, a guided research or a thesis.
Infectious Disease Modeling for COVID-19 with Increased Spatial Resolution - Investigating Opportunities for Machine Learning and Community Mobility Data
Philipp Nikutta
Bachelor Thesis
Cervical Spine Segmentation and 3D Printing for Improved Patient Treatment Planning