NCT Data Science Seminar
The NCT Data Science Seminar is a campus-wide effort bringing together thought-leading speakers and researchers in the field of data science to discuss both methodological advances as well as medical applications.
Hosts:
Prof. Dr. Lena Maier-Hein (Chair)
Prof. Dr. Klaus Maier-Hein
Prof. Dr. Oliver Stegle
Video recordings
Please refer to our YouTube channel for a selection of talks of our division. A selection of invited talks and conference presentations is provided below.
Invited talks
- 06/2022 (Annika Reinke, DKFZ Data Science Seminar): (Bench)mark: Pitfalls in AI Validation
- 05/2022 (Lena Maier-Hein, Stanford's IBIIS & AIMI 2022 seminar series): Missing the (Bench)mark?
- 09/2021 (Lena Maier-Hein & Annika Reinke, Challenges@MICCAI 2021)
- 06/2021 (Lena Maier-Hein, Bay Vision Virtual Meetup): Does Machine Learning Based Biomedical Image Analysis Require Domain Experts?
- 04/2021 (Lena Maier-Hein, freiburg.ai): Why Domain Knowledge is Crucial for ML-based Medical Image Analysis
- 04/2021 (Lena Maier-Hein, Bitkom - Big-Data.AI Summit): Comparative validation of AI algorithms - common pitfalls and new concepts
- 10/2020 (Lena Maier-Hein, NVIDIA GTC): Overview of MICCAI 2020 Challenges
- 09/2020 (Keno März, Junges Forum BMT 2020): Surgical Data Science: KI im OP
- 08/2020 (Annika Reinke, Weiss AI in Surgery virtual mini-symposium): Is the winner really the best? Challenges in benchmarking competitions.
- 07/2020 (Lena Maier-Hein, BioMedIA Seminar Series, Imperial College London): Successes and pitfalls in Benchmarking Biomedical Image Analysis Algorithms
- 06/2020 (Lena Maier-Hein, CVPR - Medical Computer Vision Workshop): Uncertainty Handling in Surgical Data Science
- 06/2020 (Annika Reinke, BmWI Webkonferenz Datensouveränität und Dateninfrastrukturen): Covid-19 Challenges - Internationale Wettbewerbe zu den BIO-medizinischen Herausforderungen.
- 05/2018 (Keno März, Symposium für Clinical Decision SUpport Aarau ): Surgical Data Science: von Eminenz- zu Evidenz-basierter Chirurgie?
Conference presentations
- 10/2023 (Amine Yamlahi, MICCAI 2023): Self-distillation for surgical action recognition
- 10/2023 (Jan Sellner & Silvia Seidlitz, MICCAI 2023): Semantic segmentation of surgical hyperspectral images under geometric domain shifts
- 10/2023 (Patrick Godau & Piotr Kalinowski, MICCAI 2023): Deployment of Image Analysis Algorithms under Prevalence Shifts
- 10/2023 (Kris Dreher, MICCAI 2023): Unsupervised Domain Transfer with Conditional Invertible Neural Networks
- 06/2021 (Niklas Holzwarth, IPCAI): Tattoo tomography: Freehand 3D photoacoustic image reconstruction
- 12/2020 (Dasha Trofimova, NeurIPS): Representing Ambiguity in Registration Problems with Conditional Invertible Neural Networks.
- 12/2020 (Patrick Godau, NeurIPS): Quantification of task similarity for efficient knowledge transfer in biomedical image analysis.
- 10/2020 (Annika Reinke, Matthias Eisenmann, Laura Aguilera, Sinan Onogur, Leonardo Ayala, Peter Full, MICCAI Educational Challenge): How to Organize a Challenge – Behind the Scenes
- 06/2020 (Leonardo Ayala, Silvia Seidlitz, IPCAI): Light source calibration for multispectral imaging in surgery.
- 10/2019 (Keno März, SMIT 2019 - New Technology Drives Medicine): What is Surgical Data Science?
- 10/2019 (Tim Adler, MICCAI UNSURE Workshop): Out of Distribution Detection for Intra-Operative Functional Imaging.
- 06/2019 (Tim Adler, IPCAI Short Talk): Uncertainty-aware performance assessment of optical imaging modalities with invertible neural networks.
- 06/2019 (Tim Adler, IPCAI Long Talk): Uncertainty-aware performance assessment of optical imaging modalities with invertible neural networks.
Press and Media
- 10/2022 (Frankfurter Allgemeine Zeitung, FAZ, Lena Maier-Hein, Minu D. Tizabi, Christoph Michalski): Die Potenziale der chirurgischen Datenwissenschaft
- 06/2022 (Frauen in MINT-Berufen, Lena Maier-Hein): Mit Künstlicher Intelligenz gegen Krebs
- 08/2021 (Medium Blogpost Annika Reinke, Minu D. Tizabi): A discovery dive into the world of evaluation — Do’s, don’ts and other considerations
Press releases
- 02/2021 Helmholtz Website: "Die Zukunftstechnologin" (Portrait Lena Maier-Hein)
- 12/2020 DKFZ Website: "Künstliche Intelligenz ermöglicht neue Bildgebungsmethoden" (Press release ERC Consolidator Grant)
- 12/2017 DKFZ Website: "Preis der Berlin-Brandenburgischen Akademie für Lena Maier-Hein"
- 12/2016 DKFZ Website: "Navigation im Körper mit Schall und Licht: Emil-Salzer Preis an Lena Maier-Hein"
- 02/2015 DKFZ Website: "Europäischer Forschungsrat (ERC) unterstützt exzellente junge Wissenschaftler*Innen"
- 12/2014 DKFZ Website: "ERC-Starting Grant für Lena Maier-Hein" (Press release ERC Starting Grant)
- 05/2013 DKFZ Website: "Medizininformatikerin Lena Maier-Hein erhält Preis der DFG" (Press release Heinz-Maier Leibnitz Preis)
- 07/2009 DKFZ Website: "Lebermetastasen schonender behandeln - Krebspreis an Heidelberger Wissenschaftlerin Lena Maier-Hein"