Florian Kordon
Florian Kordon, M. Sc.
Academic CV
- From 06/2022:
Researcher, 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
2024
Journal Articles
Software‐based method for automated intraoperative planning of Schoettle Point in surgical medial patellofemoral ligament reconstruction: A comparative validation study
In: International Journal of Medical Robotics and Computer Assisted Surgery 20 (2024)
ISSN: 1478-5951
DOI: 10.1002/rcs.2607
BibTeX: Download
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Evaluating learned feature aggregators for writer retrieval
In: International Journal on Document Analysis and Recognition 27 (2024), p. 265-274
ISSN: 1433-2833
DOI: 10.1007/s10032-024-00482-x
BibTeX: Download
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Conference Contributions
fang: Fast Annotation of Glyphs in Historical Printed Documents
16th IAPR International Workshop on Document Analysis Systems, DAS 2024 (Athens, August 30, 2024 - August 31, 2024)
In: Giorgos Sfikas, George Retsinas (ed.): Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 2024
DOI: 10.1007/978-3-031-70442-0_23
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2023
Journal Articles
A principled representation of elongated structures using heatmaps
In: Scientific Reports 13 (2023), Article No.: 15253
ISSN: 2045-2322
DOI: 10.1038/s41598-023-41221-2
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Classification of incunable glyphs and out-of-distribution detection with joint energy-based models
In: International Journal on Document Analysis and Recognition (2023)
ISSN: 1433-2833
DOI: 10.1007/s10032-023-00442-x
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Fast 3D YOLOv3 based standard plane regression of vertebral bodies in intra-operative CBCT volumes
In: Journal of Medical Imaging 10 (2023)
ISSN: 2329-4310
DOI: 10.1117/1.JMI.10.3.034503
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Conference Contributions
Handling Label Uncertainty on the Example of Automatic Detection of Shepherd’s Crook RCA in Coronary CT Angiography
2023 IEEE 20th International Symposium on Biomedical Imaging (ISBI) (Cartagena, April 18, 2023 - April 21, 2023)
In: Proceedings - International Symposium on Biomedical Imaging 2023
DOI: 10.1109/ISBI53787.2023.10230565
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Investigations on Self-supervised Learning for Script-, Font-type, and Location Classification on Historical Documents
7th International Workshop on Historical Document Imaging and Processing, HIP 2023, held in conjunction with ICDAR 2023 (San Jose, CA, August 25, 2023 - August 26, 2023)
In: ACM International Conference Proceeding Series 2023
DOI: 10.1145/3604951.3605519
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Multi-stage Fine-Tuning Deep Learning Models Improves Automatic Assessment of the Rey-Osterrieth Complex Figure Test
Document Analysis and Recognition - ICDAR 2023 (San José, CA)
In: Fink, G.A., Jain, R., Kise, K., Zanibbi, R. (ed.): Document Analysis and Recognition - ICDAR 2023, Cham: 2023
DOI: 10.1007/978-3-031-41676-7_1
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Beyond Human Forgeries: An Investigation into Detecting Diffusion-Generated Handwriting
ICDAR 2023: Document Analysis and Recognition (San José, CA, August 24, 2023 - August 26, 2023)
In: Mickael Coustaty, Alicia Fornés (ed.): Document Analysis and Recognition – ICDAR 2023 Workshops, Cham: 2023
DOI: 10.1007/978-3-031-41498-5_1
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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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