Mathias Seuret
Mathias Seuret, Dr.
Researcher
Martensstr. 3
91058 Erlangen
Germany
Department of Computer Science
Chair of Computer Science 5 (Pattern Recognition)
Martensstr. 3
91058 Erlangen
Germany
- Phone number: +49 9131 85-27882
- Fax number: +49 9131 85-27270
- Email: mathias.seuret@fau.de
- Website: https://lme.tf.fau.de/person/seuret/
Office hours
Each week Th, 13:00 - 16:00, Room 10.138, Students in CS and AI can come on Thursday afternoon without appointment.Student supervision
Students in computer science and artificial intelligence who are looking for a thesis or project are welcome to come to my office on Thursday afternoon without appointment. E-mails requesting for a project or a thesis, and which are written to “undisclosed recipients” will be ignored. Also, e-mails written by large language models will either be ignored, or answered in a silly way.
Out of office on:
- 13.03: probably absent from 13h30 to 15h00
Academic CV
- Since 01.07.2018:
Researcher at the Friedrich-Alexander Universität Erlangen-Nürnberg, DE - Since 01.12.2013:
Student at the University of Fribourg, CH
Projects
2023
-
Erfassung von Vögeln und Meeressäugetieren in Luftbildsequenzen mittels Verfahren der künstlichenIntelligenz
(Third Party Funds Single)
Term: July 1, 2023 - June 30, 2026
Funding source: Bundesministerien
Publications
2025
Journal Articles
- 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
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
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 - Seuret M., Marthot-Santaniello I., White SA., Serbaeva Saraogi O., Agolli S., Carrière G., Rodriguez Salas D., Christlein V.:
ICDAR 2023 Competition on Detection and Recognition of Greek Letters on Papyri
17th International Conference on Document Analysis and Recognition - ICDAR 2023 (San José, CA, USA, August 21, 2023 - August 23, 2023)
In: Fink, G.A., Jain, R., Kise, K., Zanibbi, R. (ed.): Document Analysis and Recognition - ICDAR 2023, Cham: 2023
DOI: 10.1007/978-3-031-41679-8_29
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 - Nikolaidou K., Retsinas G., Christlein V., Seuret M., Sfikas G., Barney Smith E., Mokayed H., Liwicki M.:
WordStylist: Styled Verbatim Handwritten Text Generation with Latent Diffusion Models
International Conference on Document Analysis and Recognition (San José, CA, August 21, 2023 - August 26, 2023)
In: Lecture Notes in Computer Science, Cham: 2023
DOI: 10.1007/978-3-031-41679-8_22
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 - Rodriguez Salas D., Öttl M., Seuret M., Packhäuser K., Maier A.:
Using Forestnets for Partial Fine-Tuning Prior to Breast Cancer Detection in Ultrasounds
2023 IEEE 20th International Symposium on Biomedical Imaging (ISBI) (Cartagena, Colombia, April 18, 2023 - April 21, 2023)
In: 2023 IEEE 20th International Symposium on Biomedical Imaging (ISBI) 2023
DOI: 10.1109/ISBI53787.2023.10230424
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 - Nikolaidou K., Seuret M., Mokayed H., Liwicki M.:
A survey of historical document image datasets
In: International Journal on Document Analysis and Recognition (2022)
ISSN: 1433-2833
DOI: 10.1007/s10032-022-00405-8
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 - El-Ghoussani A., Rodriguez Salas D., Seuret M., Maier A.:
GAN-based Augmentation of Mammograms to Improve Breast Lesion Detection
Bildverarbeitung für die Medizin 2022 (Heidelberg, June 26, 2022 - June 28, 2022)
In: Klaus Maier-Hein, Thomas M. Deserno, Heinz Handels, Andreas Maier, Christoph Palm, Thomas Tolxdorff (ed.): Bildverarbeitung für die Medizin 2022, Wiesbaden: 2022
DOI: 10.1007/978-3-658-36932-3_66
BibTeX: Download - Zippert P., Seuret M., Maier A., Hausotte T.:
Influence of X-Ray Radiation on Historical Paper
11th Conference on Industrial Computed Tomography (Wels, Austria, February 8, 2022 - February 11, 2022)
DOI: 10.58286/26625
URL: https://www.ndt.net/article/ctc2022/papers/ICT2022_paper_id264.pdf
BibTeX: Download - El-Ghoussani A., Rodriguez Salas D., Seuret M., Maier A.:
GAN-based Augmentation of Mammograms to Improve Breast Lesion Detection
German Workshop on Medical Image Computing, 2022 (Heidelberg, DEU, June 26, 2022 - June 28, 2022)
In: Klaus Maier-Hein, Thomas M. Deserno, Heinz Handels, Andreas Maier, Christoph Palm, Thomas Tolxdorff (ed.): Informatik aktuell 2022
DOI: 10.1007/978-3-658-36932-3_66
BibTeX: Download - Nikolaidou K., Upadhyay R., Seuret M., Liwicki M.:
Investigating the Effect of Using Synthetic and Semi-synthetic Images for Historical Document Font Classification
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_41
BibTeX: Download - Nicolaou A., Christlein V., Riba E., Shi J., Vogeler G., Seuret M.:
TorMentor: Deterministic dynamic-path, data augmentations with fractals
2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2022 (New Orleans, LA, June 19, 2022 - June 20, 2022)
In: IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops 2022
DOI: 10.1109/CVPRW56347.2022.00305
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 - Rodriguez Salas D., Seuret M., Vesal S., Maier A.:
Ultrasound Breast Lesion Detection using Extracted Attention Maps from a Weakly Supervised Convolutional Neural Network
Bildverarbeitung für die Medizin 2021 (Regensburg, March 7, 2021 - March 9, 2021)
In: Palm, Christoph; Deserno, Thomas M.; Handels, Heinz;Maier, Andreas; Maier-Hein, Klaus;Tolxdorff, Thomas. (ed.): Bildverarbeitung für die Medizin 2021, Wiesbaden: 2021
DOI: 10.1007/978-3-658-33198-6
BibTeX: Download - Christlein V., Weichselbaumer N., Limbach S., Seuret M.:
Proof of Concept: Automatic Type Recognition
In: Reussner RH, Koziolek A, Heinrich R (ed.): INFORMATIK 2020 2021
DOI: 10.18420/inf2020_122
URL: https://dl.gi.de/handle/20.500.12116/34712
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 - Alberti M., Botros A., Schuetz N., Ingold R., Liwicki M., Seuret M.:
Trainable Spectrally Initializable Matrix Transformations in Convolutional Neural Networks
25th International Conference on Pattern Recognition (ICPR) (, ELECTR NETWORK)
In: 2020 25TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR), LOS ALAMITOS: 2021
DOI: 10.1109/ICPR48806.2021.9412204
BibTeX: Download
2020
Journal Articles
- Rodriguez Salas D., Mürschberger N., Ravikumar N., Seuret M., Maier A.:
Mapping Ensembles of Trees to Sparse, Interpretable Multilayer Perceptron Networks
In: SN Computer Science 1 (2020), Article No.: 252
ISSN: 2661-8907
DOI: 10.1007/s42979-020-00268-y
BibTeX: Download - Baierer K., Boenig M., Engl E., Hartmann V., Neudecker C., Altenhoener R., Geyken A., Mangei J., Stotzka R., Dengel A., Jenckel M., Gehrke A., Puppe F., Weil S., Sachunsky R., Heyer G., Fink F., Schulz KU., Weichselbaumer N., Limbach S., Seuret M., Dong R., Burghardt M., Christlein V., Triet Ho Anh Doan ., Dogan ZM., Panzer JH., Schima-Voigt K., Wieder P.:
OCR-D Compact: Results and State of Research in the Funding Initiative
In: Bibliothek Forschung und Praxis 44 (2020), p. 218-230
ISSN: 1865-7648
DOI: 10.1515/bfp-2020-0024
BibTeX: Download - Weichselbaumer N., Seuret M., Limbach S., Dong R., Burghardt M., Christlein V.:
New Approaches to OCR for Early Printed Books
In: DigItalia 2 (2020)
ISSN: 1972-621X
DOI: 10.36181/digitalia-00015
URL: http://digitalia.sbn.it/article/view/2630
BibTeX: Download
Book Contributions
- Jordan S., Seuret M., Král P., Lenc L., Martínek J., Wiermann B., Schwinger T., Maier A., Christlein V.:
Re-Ranking for Writer Identification and Writer Retrieval
In: Document Analysis Systems, 2020, p. 572-586
ISBN: 9783030570576
DOI: 10.1007/978-3-030-57058-3_40
URL: https://arxiv.org/abs/2007.07101
BibTeX: Download - Leipert M., Vogeler G., Seuret M., Maier A., Christlein V.:
The Notary in the Haystack – Countering Class Imbalance in Document Processing with CNNs
In: Xiang Bai, Dimosthenis Karatzas, Daniel Lopresti (ed.): Document Analysis Systems, 2020, p. 246-261
ISBN: 9783030570576
DOI: 10.1007/978-3-030-57058-3_18
URL: https://arxiv.org/abs/2007.07943
BibTeX: Download
Conference Contributions
- Seuret M., Nicolaou A., Stutzmann D., Maier A., Christlein V.:
ICFHR 2020 Competition on Image Retrieval for Historical Handwritten Fragments
17th International Conference on Frontiers in Handwriting Recognition (ICFHR) (Dortmund, September 8, 2020 - September 10, 2020)
DOI: 10.1109/ICFHR2020.2020.00048
BibTeX: Download - Rodriguez Salas D., Ravikumar N., Seuret M., Maier A.:
ForestNet – Automatic Design of Sparse Multilayer Perceptron Network Architectures Using Ensembles of Randomized Trees
The 5th Asian Conference on Pattern Recognition (Auckland, New Zealand, November 26, 2019 - November 29, 2019)
In: Pattern Recognition 2020
DOI: 10.1007/978-3-030-41404-7_3
URL: https://link.springer.com/chapter/10.1007/978-3-030-41404-7_3
BibTeX: Download - Weichselbaumer N., Seuret M., Limbach S., Hinrichsen L., Maier A., Christlein V.:
The rapid rise of Fraktur
7. Tagung des Verbands Digital Humanities im deutschsprachigen Raum (Paderborn, March 2, 2020 - March 6, 2020)
DOI: 10.5281/zenodo.3666690
BibTeX: Download - 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
- Seuret M., Limbach S., Weichselbaumer N., Maier A., Christlein V.:
Dataset of pages from early printed books with multiple font groups
5th International Workshop on Historical Document Imaging and Processing, HIP 2019, held in conjunction with ICDAR 2019 (Sydney, NSW, September 20, 2019 - September 21, 2019)
In: ACM International Conference Proceeding Series 2019
DOI: 10.1145/3352631.3352640
BibTeX: Download - Alberti M., Vogtlin L., Pondenkandath V., Seuret M., Ingold R., Liwicki M.:
Labeling, cutting, grouping: An efficient text line segmentation method for medieval manuscripts
15th IAPR International Conference on Document Analysis and Recognition, ICDAR 2019 (Sydney, NSW, September 20, 2019 - September 25, 2019)
In: Proceedings of the International Conference on Document Analysis and Recognition, ICDAR 2019
DOI: 10.1109/ICDAR.2019.00194
BibTeX: Download - Weichselbaumer N., Seuret M., Limbach S., Christlein V., Maier A.:
Automatic Font Group Recognition in Early Printed Books
DHd 2019 (Mainz und Frankfurt, March 25, 2019 - March 29, 2019)
In: Patrick Sahle (ed.): 6. Tagung des Verbands Digital Humanities im deutschsprachigen Raum e.V. 2019
DOI: 10.5281/zenodo.2596095
URL: https://zenodo.org/record/2596095
BibTeX: Download - Christlein V., Spranger L., Seuret M., Nikolaou A., Král P., Maier A.:
Deep Generalized Max Pooling
2019 International Conference on Document Analysis and Recognition (ICDAR) (Sydney, September 20, 2019 - September 25, 2019)
In: 2019 International Conference on Document Analysis and Recognition (ICDAR) 2019
DOI: 10.1109/ICDAR.2019.00177
URL: https://arxiv.org/abs/1908.05040
BibTeX: Download - Christlein V., Nikolaou A., Seuret M., Stutzmann D., Maier A.:
ICDAR 2019 Competition on Image Retrieval for Historical Handwritten Documents
2019 International Conference on Document Analysis and Recognition (ICDAR) (Sydney, September 20, 2019 - September 25, 2019)
In: 2019 International Conference on Document Analysis and Recognition (ICDAR) 2019
DOI: 10.1109/ICDAR.2019.00242
URL: https://arxiv.org/abs/1912.03713
BibTeX: Download
Lectures
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