Martin Mayr
Martin Mayr, M. Sc.
Academic CV
- 08/2019 – 10/2024:
Ph.D. Student at the Pattern Recognition Lab - 10/2016 – 07/2019:
M.Sc. in Computer Science:
Friedrich-Alexander University Erlangen-Nürnberg - 03/2012 – 07/2016:
B.Sc. in Business Information Technology:
Regensburg University of Applied Sciences
Projects
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Kommunikation und Sprache im Reich. Die Nürnberger Briefbücher im 15. Jahrhundert: Automatische Handschriftenerkennung - historische und sprachwissenschaftliche Analyse.
(Third Party Funds Single)
Term: October 1, 2019 - September 30, 2022
Funding source: DFG-Einzelförderung / Sachbeihilfe (EIN-SBH)
Publications
2024
Journal Articles
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
URL: https://link.springer.com/article/10.1007/s10032-024-00482-x
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Edited Volumes
Die Nürnberger Briefbücher II. 1408/1409
Nürnberg: 2024
(Quellen und Forschungen zur Geschichte und Kultur der Stadt Nürnberg, Vol. 45)
ISBN: 978-3-925002-45-8
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Die Nürnberger Briefbücher III. 1409-1412
Nürnberg: 2024
(Quellen und Forschungen zur Geschichte und Kultur der Stadt Nürnberg, Vol. 46)
ISBN: 978-3-925002-46-5
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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
URL: https://link.springer.com/chapter/10.1007/978-3-031-70442-0_23
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ICDAR 2024 Competition on Multi Font Group Recognition and OCR
18th International Conference on Document Analysis and Recognition, ICDAR 2024 (Athens, GRC, August 30, 2024 - September 4, 2024)
In: Elisa H. Barney Smith, Marcus Liwicki, Liangrui Peng (ed.): Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 2024
DOI: 10.1007/978-3-031-70552-6_23
URL: https://link.springer.com/chapter/10.1007/978-3-031-70552-6_23
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2023
Journal Articles
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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Conference Contributions
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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Combining OCR Models for Reading Early Modern Books
17th International Conference on Document Analysis and Recognition, ICDAR 2023 (San José, CA, August 21, 2023 - August 26, 2023)
In: Gernot A. Fink, Rajiv Jain, Koichi Kise, Richard Zanibbi (ed.): Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Cham: 2023
DOI: 10.1007/978-3-031-41734-4_21
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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
Deep learning for terahertz image denoising in nondestructive historical document analysis
In: Scientific Reports 12 (2022), p. 1-11
ISSN: 2045-2322
DOI: 10.1038/s41598-022-26957-7
URL: https://www.nature.com/articles/s41598-022-26957-7
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Conference Contributions
Writer Retrieval and Writer Identification in Greek Papyri
International Graphonomics Conference (Las Palmas de Gran Canaria, June 7, 2022 - June 9, 2022)
In: Springer (ed.): Intertwining Graphonomics with Human Movements 2022
DOI: 10.1007/978-3-031-19745-1_6
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A Fair Evaluation of Various Deep Learning-Based Document Image Binarization Approaches
15th IAPR International Workshop on Document Analysis Systems, DAS 2022 (La Rochelle, FRA, May 22, 2022 - May 25, 2022)
In: Seiichi Uchida, Elisa Barney, Véronique Eglin (ed.): Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 2022
DOI: 10.1007/978-3-031-06555-2_52
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Combining Visual and Linguistic Models for a Robust Recipient Line Recognition in Historical Documents
15th IAPR International Workshop on Document Analysis Systems, DAS 2022 (La Rochelle, FRA, May 22, 2022 - May 25, 2022)
In: Seiichi Uchida, Elisa Barney, Véronique Eglin (ed.): Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 2022
DOI: 10.1007/978-3-031-06555-2_40
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Is Multitask Learning Always Better?
15th IAPR International Workshop on Document Analysis Systems, DAS 2022 (La Rochelle, May 22, 2022 - May 25, 2022)
In: Seiichi Uchida, Elisa Barney, Véronique Eglin (ed.): Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 2022
DOI: 10.1007/978-3-031-06555-2_45
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2021
Conference Contributions
ICDAR 2021 Competition on Historical Document Classification
16th International Conference on Document Analysis and Recognition, ICDAR 2021 (Lausanne, September 5, 2021 - September 10, 2021)
In: Josep Lladós, Daniel Lopresti, Seiichi Uchida (ed.): Document Analysis and Recognition – ICDAR 2021 2021
DOI: 10.1007/978-3-030-86337-1_41
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SmartPatch: Improving Handwritten Word Imitation with Patch Discriminators
16th International Conference on Document Analysis and Recognition, ICDAR 2021 (Lausanne, CHE, September 5, 2021 - September 10, 2021)
In: Josep Lladós, Daniel Lopresti, Seiichi Uchida (ed.): Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 2021
DOI: 10.1007/978-3-030-86549-8_18
URL: https://arxiv.org/abs/2105.10528
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2020
Conference Contributions
Spatio-Temporal Handwriting Imitation
European Conference on Computer Vision (Online, August 23, 2020 - August 28, 2020)
DOI: 10.1007/978-3-030-68238-5_38
URL: https://link.springer.com/chapter/10.1007/978-3-030-68238-5_38
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2019
Conference Contributions
Weakly Supervised Segmentation of Cracks on Solar Cells using Normalized Lp Norm
2019 IEEE International Conference on Image Processing (Taipei, September 22, 2019 - September 25, 2019)
In: IEEE (ed.): 2019 IEEE International Conference on Image Processing (ICIP) 2019
DOI: 10.1109/ICIP.2019.8803116
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2019/Mayr19-WSS.pdf
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Lectures
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Theses
Type | Title | Status |
---|---|---|
MA thesis | Recognition of Optical Chemical Structures | finished |
MA thesis | Diffusion Models for Generating Offline Handwritten Text Images | finished |
MA thesis | Offline-to-Online Handwriting Translation using Cyclic Consistency | finished |
MA thesis | Human interpretable Writer Retrieval and Verification | finished |
MA thesis | Writer Identification using Transformer-based Deep Neural Networks | finished |
MA thesis | Scene Evolution on Polarimetric Radar Data in Automated Driving Scenarios | finished |
BA thesis | Multi-task Learning for Historical Document Classification with Transformers | finished |
MA thesis | Image Segmentation via Transformers | finished |