Florian Kordon
Florian Kordon, M. Sc.
Academic CV
- From 06/2022:
Research Fellow/Post-Doc, Pattern Recognition Lab, FAU Erlangen-Nürnberg - Since 05/2019:
Ph.D. candidate, Pattern Recognition Lab, FAU Erlangen-Nürnberg - 09/2017 – 04/2019:
Master in Computer Science in Media, Hochschule Furtwangen - 09/2016 – 07/2017:
Bachelor in Project Management and Information Technology (double degree), UAS BFI Vienna - 03/2014 – 07/2017:
Bachelor in Computer Science in Media, Hochschule Furtwangen
Projects
2019
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Deep-Learning basierte Segmentierung und Landmarkendetektion auf Röntgenbildern für unfallchirurgische Eingriffe
(Third Party Funds Single)
Term: since May 6, 2019
Funding source: Siemens AG
Publications
2022
Journal Articles
Automatic plane adjustment of orthopedic intraoperative flat panel detector CT-volumes
In: Journal of Medical Imaging 9 (2022), p. 1-19
ISSN: 2329-4310
DOI: 10.1117/1.JMI.9.3.034001
BibTeX: Download
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Multi-Stage Platform for (Semi-)Automatic Planning in Reconstructive Orthopedic Surgery
In: Journal of Imaging 8 (2022), Article No.: 108
ISSN: 2313-433X
DOI: 10.3390/jimaging8040108
BibTeX: Download
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DL-based inpainting for metal artifact reduction for cone beam CT using metal path length information
In: Medical Physics (2022)
ISSN: 0094-2405
DOI: 10.1002/mp.15909
BibTeX: Download
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Conference Contributions
Deep Geometric Supervision Improves Spatial Generalization in Orthopedic Surgery Planning
Medical Image Computing and Computer Assisted Intervention – MICCAI 2022 (Singapore, September 18, 2022 - September 22, 2022)
In: Wang L, Dou Q, Fletcher PT, Speidel S, Li S (ed.): Medical Image Computing and Computer Assisted Intervention – MICCAI 2022, Cham: 2022
DOI: 10.1007/978-3-031-16449-1_59
BibTeX: Download
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Abstract: Automatic Path Planning for Safe Guide Pin Insertion in PCL Reconstruction Surgery
Bildverarbeitung für die Medizin 2022 (Heidelberg, June 26, 2022 - June 28, 2022)
In: Maier-Hein K, Deserno TM, Handels H, Maier A, Palm C, Tolxdorff T (ed.): Bildverarbeitung für die Medizin, Wiesbaden: 2022
DOI: 10.1007/978-3-658-36932-3_17
BibTeX: Download
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Automatic Switching of Organ Programs in Interventional X-ray Machines Using Deep Learning
Bildverarbeitung für die Medizin 2022 (Heidelberg, June 26, 2022 - June 28, 2022)
In: Maier-Hein K, Deserno TM, Handels H, Maier A, Palm C, Tolxdorff T (ed.): Bildverarbeitung für die Medizin 2022, Wiesbaden: 2022
DOI: 10.1007/978-3-658-36932-3_20
BibTeX: Download
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Towards Weakly Supervised Segmentation of Orthopaedic X-ray Images Using Constrained-CNN Losses
Bildverarbeitung für die Medizin 2022 (Heidelberg, June 26, 2022 - June 28, 2022)
In: Maier-Hein K, Deserno TM, Handels H, Maier A, Palm C, Tolxdorff T (ed.): Bildverarbeitung für die Medizin 2022, Wiesbaden: 2022
DOI: 10.1007/978-3-658-36932-3_30
BibTeX: Download
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Training Deep Learning Models for 2D Spine X-rays Using Synthetic Images and Annotations Created from 3D CT Volumes
Bildverarbeitung für die Medizin 2022 (Heidelberg, June 26, 2022 - June 28, 2022)
In: Maier-Hein K, Deserno TM, Handels H, Maier A, Palm C, Tolxdorff T (ed.): Bildverarbeitung für die Medizin 2022, Wiesbaden: 2022
DOI: 10.1007/978-3-658-36932-3_13
BibTeX: Download
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Normalization techniques for CNN based analysis of surgical cone beam CT volumes
SPIE Medical Imaging 2022 (San Diego, California, February 20, 2022 - March 28, 2022)
In: Išgum I, Colliot O (ed.): Medial Imaging 2022, Image Processing 2022
DOI: 10.1117/12.2606973
BibTeX: Download
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Direct and indirect image rotation estimation methods of orthopedic x-ray images
SPIE Medical Imaging 2022 (San Diego, CA, February 20, 2022 - March 28, 2022)
In: Išgum I, Colliot O (ed.): Medical Imaging 2022: Image Processing 2022
DOI: 10.1117/12.2606045
BibTeX: Download
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2021
Journal Articles
View-Consistent Metal Segmentation in the Projection Domain for Metal Artifact Reduction in CBCT – An Investigation of Potential Improvement
In: Journal Machine Learning for Biomedical Imaging December 2021 issue (2021)
ISSN: 2766-905X
Open Access: https://www.melba-journal.org/pdf/2021:018.pdf
BibTeX: Download
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Conference Contributions
Automatic Path Planning for Safe Guide Pin Insertion in PCL Reconstruction Surgery
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI) (Straßburg, September 27, 2021 - October 1, 2021)
In: de Bruijne M, et al. (ed.): Medical Image Computing and Computer Assisted Intervention – MICCAI 2021, Cham: 2021
DOI: 10.1007/978-3-030-87202-1_54
URL: https://link.springer.com/chapter/10.1007/978-3-030-87202-1_54
BibTeX: Download
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Latent Shape Constraint for Anatomical Landmark Detection on Spine Radiographs
Bildverarbeitung für die Medizin 2021 (Virtual Conference, March 7, 2021 - March 9, 2021)
In: Palm C, Deserno TM, Handels H, Maier A, Maier-Hein K, Tolxdorff T (ed.): Bildverarbeitung für die Medizin 2021, Wiesbaden: 2021
DOI: 10.1007/978-3-658-33198-6_85
BibTeX: Download
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Learning-based Patch-wise Metal Segmentation with Consistency Check
Bildverarbeitung für die Medizin 2021 (Virtual Conference, March 7, 2021 - March 9, 2021)
In: Palm C, Deserno TM, Handels H, Maier A, Maier-Hein K, Tolxdorff T (ed.): Bildverarbeitung für die Medizin 2021, Wiesbaden: 2021
DOI: 10.1007/978-3-658-33198-6_4
BibTeX: Download
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Automatic Plane Adjustment in Surgical Cone Beam CT-volumes
German Workshop on Medical Image Computing, 2021 (Regensburg, March 7, 2021 - March 9, 2021)
In: Christoph Palm, Heinz Handels, Klaus Maier-Hein, Thomas M. Deserno, Andreas Maier, Thomas Tolxdorff (ed.): Informatik aktuell 2021
DOI: 10.1007/978-3-658-33198-6_40
BibTeX: Download
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ScanRacer – Fast Track Annotation of Segmentation Masks in Volumetric Medical Images
HEALTHINF - 14th International Conference on Health Informatics (Online Streaming, February 11, 2021 - February 13, 2021)
BibTeX: Download
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Velo-CT – A Collaborative 3D Racing Game as Incentive for Medical Image Annotation
HEALTHINF - 14th International Conference on Health Informatics (Online Streaming, February 11, 2021 - February 13, 2021)
BibTeX: Download
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Miscellaneous
Segmentation of the Carotid Lumen and Vessel Wall using Deep Learning and Location Priors
(2021)
BibTeX: Download
(Conference report)
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2020
Conference Contributions
Automatic Plane Adjustment of Orthopedic Intraoperative Flat Panel Detector CT-Volumes
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI) (Lima, October 4, 2020 - October 8, 2020)
In: Martel AL, Abolmaesumi P, Stoyanov D, Mateus D, Zuluaga MA, Zhou SK, Racoceanu D, Joskowicz L (ed.): Medical Image Computing and Computer Assisted Intervention – MICCAI 2020, Cham: 2020
DOI: 10.1007/978-3-030-59713-9_47
BibTeX: Download
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Contour-Based Bone Axis Detection for X-Ray Guided Surgery on the Knee
International Conference on Medical Image Computing and Computer-Assisted Intervention (Lima, October 4, 2020 - October 8, 2020)
In: Martel AL, et al. (ed.): Medical Image Computing and Computer Assisted Intervention – MICCAI 2020, Cham: 2020
DOI: 10.1007/978-3-030-59725-2_65
BibTeX: Download
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Font Augmentation: Implant and Surgical Tool Simulation for X-Ray Image Processing
Bildverarbeitung für die Medizin 2020 (Berlin, March 15, 2020 - March 17, 2020)
In: Tolxdorff T., Deserno T., Handels H., Maier A., Maier-Hein K., Palm C. (ed.): Bildverarbeitung für die Medizin 2020, Wiesbaden: 2020
DOI: 10.1007/978-3-658-29267-6_36
BibTeX: Download
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Multi-Task Framework for X-Ray Guided Planning in Knee Surgery
Bildverarbeitung für die Medizin 2020 (Berlin, March 15, 2020 - March 17, 2020)
In: Tolxdorff T., Deserno T., Handels H., Maier A., Maier-Hein K., Palm C. (ed.): Bildverarbeitung für die Medizin 2020, Wiesbaden: 2020
DOI: 10.1007/978-3-658-29267-6_57
BibTeX: Download
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Odin’s Eye – A Close Look at Gamification of Labelling of Ophthalmic Diseases
Joint Conference of the GMDS & CEN-IBS 2020 (Online Streaming, September 6, 2020 - September 9, 2020)
BibTeX: Download
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2019
Conference Contributions
Multi-task Localization and Segmentation for X-Ray Guided Planning in Knee Surgery
22nd International Conference on Medical Image Computing and Computer Assisted Intervention – MICCAI 2019 (Shenzhen, October 13, 2019 - October 17, 2019)
In: Shen D., Liu T., Peters T.M., Staib L.H., Essert C., Zhou S., Yap P.-T., Khan A. (ed.): Medical Image Computing and Computer Assisted Intervention – MICCAI 2019, Cham: 2019
DOI: 10.1007/978-3-030-32226-7_69
BibTeX: Download
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Improved X-Ray Bone Segmentation by Normalization and Augmentation Strategies
Bildverarbeitung für die Medizin 2019 (Lübeck, March 17, 2019 - March 19, 2019)
In: Handels H., Deserno T.M., Maier A., Maier-Hein K.H., Palm C., Tolxdorff T. (ed.): Bildverarbeitung für die Medizin 2019, Wiesbaden: 2019
DOI: 10.1007/978-3-658-25326-4_24
BibTeX: Download
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Lectures
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Student Thesis
Type | Title | Status |
---|---|---|
MA thesis | Fully Automated Classification of Anatomical Variants of the Coronary Arteries from Cardiac Computed Tomography Angiography | finished |
MA thesis | Detection of In-plane Rotation of Extremities on X-ray Images | finished |
MA thesis | Learning Multi-Catheter Reconstructions for Interstitial Breast Brachytherapy | finished |
MA thesis | Abnormality detection on musculoskeletal radiographs | finished |
MA thesis | Localization and Standard Plane Regression of Vertebral Bodies in Intra-Operative CBCT Volumes | finished |
MA thesis | Automatic detection of standard planes in surgical FD-CT volumes | finished |