Martin Mayr

2026

Journal Articles

• Wind S., Sopa J., Schmid L., Jackl Q., Kiefer S., Wu F., Mayr M., Köstler H., Wellein G., Maier A., Tayebi Arasteh S.:
  SteuerLLM: local specialized large language model for German tax law analysis
  In: Scientific Reports 16 (2026), Article No.: 21640
  ISSN: 2045-2322
  DOI: 10.1038/s41598-026-58485-z
  BibTeX: Download

Conference Contributions

• Rivera Monroy LC., Mayr M., Mill L., Köstler H., Maier A.:
  Patch-Level Brain Tumor Sub-region Classification Using Foundation Models Under Long-Tailed Data Distributions
  Brain TumorS Lighthouse Cluster of Challenges, and the Automated Identification of Moderate-Severe Traumatic Brain Injury Lesions Challenge, BraTS 2025 and AIMS-TBI 2025, held in Conjunction International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2025 (Daejeon, KOR, September 23, 2025 - September 27, 2025)
  In: Spyridon Bakas, Emily Dennis, Mehdi Astaraki, Ujjwal Baid, Gian Marco Conte, Martha Foltyn-Dumitru, Zhifan Jiang, Marius George Linguraru, Dominic Labella, Marie-Christin Metz, Udunna Anazodo, Maria Correia de Verdier, Florian Kofler, Hongwei Bran Li, Nazanin Maleki (ed.): Lecture Notes in Computer Science 2026
  DOI: 10.1007/978-3-032-16370-7_19
  BibTeX: Download

Unpublished Publications

• Mayr M., Wind S., Schröder L., Hager G., Köstler H., Wellein G.:
  AI Application Benchmarking: Power-Aware Performance Analysis for Vision and Language Models
  (2026)
  DOI: 10.48550/arXiv.2603.16164
  BibTeX: Download

2025

Journal Articles

• Mayr M., Dreier MN., Kordon F., Seuret M., Zöllner J., Wu F., Maier A., Christlein V.:
  Zero-Shot Paragraph-level Handwriting Imitation with Latent Diffusion Models
  In: International Journal of Computer Vision 133 (2025), p. 7054-7075
  ISSN: 0920-5691
  DOI: 10.1007/s11263-025-02525-0
  URL: https://link.springer.com/article/10.1007/s11263-025-02525-0
  BibTeX: Download
• Mayr M., Krenz J., Neumeier K., Bub A., Bürcky S., Brolich N., Herbers K., Habermann M., Fleischmann P., Maier A., Christlein V.:
  Nuremberg Letterbooks: A Multi-Transcriptional Dataset of Early 15th Century Manuscripts for Document Analysis.
  In: Scientific Data 12 (2025), Article No.: 811
  ISSN: 2052-4463
  Open Access: https://www.nature.com/articles/s41597-025-05144-z
  URL: https://www.nature.com/articles/s41597-025-05144-z
  BibTeX: Download
• Wu F., Seuret M., Mayr M., Kordon F., Zöllner J., Wind S., Maier A., Christlein V.:
  Lightweight cross-attention-based HookNet for historical handwritten document layout analysis
  In: International Journal on Document Analysis and Recognition 28 (2025), p. 409-427
  ISSN: 1433-2833
  DOI: 10.1007/s10032-025-00519-9
  URL: https://link.springer.com/article/10.1007/s10032-025-00519-9
  BibTeX: Download
• Mayr M., Neumeier K., Krenz J., Bürcky S., Kordon F., Seuret M., Zöllner J., Wu F., Maier A., Christlein V.:
  Data-efficient handwritten text recognition of diplomatic historical text
  In: Multimedia Tools and Applications (2025)
  ISSN: 1380-7501
  DOI: 10.1007/s11042-024-20545-9
  URL: https://link.springer.com/article/10.1007/s11042-024-20545-9
  BibTeX: Download
• Gourmelon N., Dreier MN., Mayr M., Seehaus T., Pyles DR., Braun M., Maier A., Christlein V.:
  SSL4SAR: Self-Supervised Learning for Glacier Calving Front Extraction from SAR Imagery
  In: IEEE Transactions on Geoscience and Remote Sensing (2025)
  ISSN: 0196-2892
  DOI: 10.1109/TGRS.2025.3580945
  BibTeX: Download

Conference Contributions

• Hüttner L., Mayr M., Gorges T., Wu F., Seuret M., Maier A., Christlein V.:
  Low-Rank Adaptation vs. Fine-Tuning for Handwritten Text Recognition
  2025 IEEE/CVF Winter Conference on Applications of Computer Vision Workshops (WACVW) (Tucson, Arizona, USA, February 28, 2025 - March 4, 2025)
  In: IEEE/CVF Winter Conference on Applications of Computer Vision Workshops (WACVW) 2025
  DOI: 10.1109/WACVW65960.2025.00146
  URL: https://ieeexplore.ieee.org/document/10972546
  BibTeX: Download

2024

Journal Articles

• Mattick A., Mayr M., Seuret M., Kordon F., Wu F., Christlein V.:
  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
  BibTeX: Download

Edited Volumes

• Bub A., Krenz J., Mayr M., Neumeier K.:
  Die Nürnberger Briefbücher II. 1408/1409
  Nürnberg: Selbstverlag des Stadtarchivs Nürnberg, 2024
  (Quellen und Forschungen zur Geschichte und Kultur der Stadt Nürnberg, Vol.45)
  ISBN: 978-3-925002-45-8
  BibTeX: Download
• Bürcky S., Krenz J., Mayr M., Neumeier K.:
  Die Nürnberger Briefbücher III. 1409-1412
  Nürnberg: Selbstverlag des Stadtarchivs Nürnberg, 2024
  (Quellen und Forschungen zur Geschichte und Kultur der Stadt Nürnberg, Vol.46)
  ISBN: 978-3-925002-46-5
  BibTeX: Download

Conference Contributions

• Kordon F., Weichselbaumer N., Herz R., van der Loop J., Mossman S., Potten E., Seuret M., Mayr M., Wu F., Christlein V.:
  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
  BibTeX: Download
• van der Loop J., Kordon F., Mayr M., Christlein V., Wu F., Rodriguez Salas D., Weichselbaumer N., Seuret M.:
  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
  BibTeX: Download

2023

Journal Articles

• Kordon F., Weichselbaumer N., Herz R., Mossman S., Potten E., Seuret M., Mayr M., Christlein V.:
  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
  BibTeX: Download

Conference Contributions

• Zenk J., Kordon F., Mayr M., Seuret M., Christlein V.:
  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
  BibTeX: Download
• Seuret M., van der Loop J., Weichselbaumer N., Mayr M., Molnar J., Hass T., Christlein V.:
  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
  BibTeX: Download
• Schuster B., Kordon F., Mayr M., Seuret M., Jost S., Kessler J., Christlein V.:
  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
  BibTeX: Download
• Carriere G., Nikolaidou K., Kordon F., Mayr M., Seuret M., Christlein V.:
  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
  BibTeX: Download

2022

Journal Articles

• Dutta B., Root K., Ullmann I., Wagner F., Mayr M., Seuret M., Thies M., Stromer D., Christlein V., Schür J., Maier A., Huang Y.:
  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
  BibTeX: Download

Conference Contributions

• Christlein V., Marthot-Santaniello I., Mayr M., Nicolaou A., Seuret M.:
  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
  BibTeX: Download
• Sukesh R., Seuret M., Nicolaou A., Mayr M., Christlein V.:
  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
  BibTeX: Download
• Mayr M., Felker A., Maier A., Christlein V.:
  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
  BibTeX: Download
• Mattick A., Mayr M., Maier A., Christlein V.:
  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
  BibTeX: Download

2021

Conference Contributions

• Seuret M., Nicolaou A., Rodríguez-Salas D., Weichselbaumer N., Stutzmann D., Mayr M., Maier A., Christlein V.:
  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
  BibTeX: Download
• Mattick A., Mayr M., Seuret M., Maier A., Christlein V.:
  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
  BibTeX: Download

2020

Conference Contributions

• Mayr M., Stumpf M., Nicolaou A., Seuret M., Maier A., Christlein V.:
  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
  BibTeX: Download

2019

Conference Contributions

• Mayr M., Hoffmann M., Maier A., Christlein V.:
  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
  BibTeX: Download