Why rankings of biomedical image analysis competitions should be interpreted with care L Maier-Hein, M Eisenmann, A Reinke, S Onogur, M Stankovic, P Scholz, ... Nature communications 9 (1), 5217, 2018 | 291 | 2018 |
Common limitations of image processing metrics: A picture story A Reinke, MD Tizabi, CH Sudre, M Eisenmann, T Rädsch, M Baumgartner, ... arXiv preprint arXiv:2104.05642, 2021 | 147 | 2021 |
Metrics reloaded: Pitfalls and recommendations for image analysis validation L Maier-Hein, B Menze arXiv. org, 2022 | 129* | 2022 |
Heidelberg colorectal data set for surgical data science in the sensor operating room L Maier-Hein, M Wagner, T Ross, A Reinke, S Bodenstedt, PM Full, ... Scientific data 8 (1), 101, 2021 | 70 | 2021 |
Comparative validation of multi-instance instrument segmentation in endoscopy: results of the ROBUST-MIS 2019 challenge T Roß, A Reinke, PM Full, M Wagner, H Kenngott, M Apitz, H Hempe, ... Medical image analysis 70, 101920, 2021 | 63 | 2021 |
How to exploit weaknesses in biomedical challenge design and organization A Reinke, M Eisenmann, S Onogur, M Stankovic, P Scholz, PM Full, ... Medical Image Computing and Computer Assisted Intervention–MICCAI 2018: 21st …, 2018 | 43 | 2018 |
Robust medical instrument segmentation challenge 2019 T Ross, A Reinke, PM Full, M Wagner, H Kenngott, M Apitz, H Hempe, ... arXiv preprint arXiv:2003.10299, 2020 | 33 | 2020 |
Biomedical image analysis competitions: The state of current participation practice M Eisenmann, A Reinke, V Weru, MD Tizabi, F Isensee, TJ Adler, ... arXiv preprint arXiv:2212.08568, 2022 | 23 | 2022 |
Understanding metric-related pitfalls in image analysis validation A Reinke, MD Tizabi, M Baumgartner, M Eisenmann, D Heckmann-Nötzel, ... Nature methods, 1-13, 2024 | 22 | 2024 |
Why is the winner the best? M Eisenmann, A Reinke, V Weru, MD Tizabi, F Isensee, TJ Adler, S Ali, ... Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2023 | 17 | 2023 |
Metrics reloaded-a new recommendation framework for biomedical image analysis validation A Reinke, L Maier-Hein, E Christodoulou, B Glocker, P Scholz, F Isensee, ... Medical imaging with deep learning, 2022 | 11 | 2022 |
CholecTriplet2022: Show me a tool and tell me the triplet—An endoscopic vision challenge for surgical action triplet detection CI Nwoye, T Yu, S Sharma, A Murali, D Alapatt, A Vardazaryan, K Yuan, ... Medical Image Analysis 89, 102888, 2023 | 10 | 2023 |
Metrics reloaded: Pitfalls and recommendations for image analysis validation. 2022 L Maier-Hein, A Reinke, P Godau, MD Tizabi, F Büttner, E Christodoulou, ... arXiv preprint arXiv:2206.01653, 2023 | 9 | 2023 |
Metrics reloaded: Pitfalls and recommendations for image analysis validation. arXiv 2022 L Maier-Hein, A Reinke, E Christodoulou, B Glocker, P Godau, F Isensee, ... arXiv preprint arXiv:2206.01653, 2023 | 9 | 2023 |
Sources of performance variability in deep learning-based polyp detection TN Tran, TJ Adler, A Yamlahi, E Christodoulou, P Godau, A Reinke, ... International Journal of Computer Assisted Radiology and Surgery 18 (7 …, 2023 | 7 | 2023 |
Machine learning-based analysis of hyperspectral images for automated sepsis diagnosis M Dietrich, S Seidlitz, N Schreck, M Wiesenfarth, P Godau, M Tizabi, ... arXiv preprint arXiv:2106.08445, 2021 | 7 | 2021 |
How can we learn (more) from challenges? A statistical approach to driving future algorithm development T Roß, P Bruno, A Reinke, M Wiesenfarth, L Koeppel, PM Full, ... arXiv preprint arXiv:2106.09302, 2021 | 6 | 2021 |
Beyond rankings: Learning (more) from algorithm validation T Roß, P Bruno, A Reinke, M Wiesenfarth, L Koeppel, PM Full, ... Medical image analysis 86, 102765, 2023 | 5 | 2023 |
Self-distillation for surgical action recognition A Yamlahi, TN Tran, P Godau, M Schellenberg, D Michael, FH Smidt, ... International Conference on Medical Image Computing and Computer-Assisted …, 2023 | 2 | 2023 |
Task Fingerprinting for Meta Learning inBiomedical Image Analysis P Godau, L Maier-Hein Medical Image Computing and Computer Assisted Intervention–MICCAI 2021: 24th …, 2021 | 2 | 2021 |