Mathias Zinnen

2026

Journal Articles

• Bhat S., Mansoor A., Georgescu B., B. Panambur A., Zinnen M., C. Ghesu F., Grbic S., Maier A.:
  Patch-CLIP - Contrastive Health Record-Image Joint Training with Patch Embedding Loss
  In: Scientific Reports (2026), Article No.: 14688
  ISSN: 2045-2322
  DOI: 10.1038/s41598-026-52235-x
  URL: https://www.nature.com/articles/s41598-026-52235-x
  BibTeX: Download

Conference Contributions

• Benkert J., Wagner P., Zinnen M., Christlein V., Meisen T.:
  Dataset Curation for a Domain-specific People Detection System
  18th International Conference on Machine Vision, ICMV 2025 (Paris, FRA, October 19, 2025 - October 22, 2025)
  In: Wolfgang Osten (ed.): Proceedings of SPIE - The International Society for Optical Engineering 2026
  DOI: 10.1117/12.3089052
  BibTeX: Download
• Sheta A., Zinnen M., Sindel A., Maier A., Christlein V.:
  Data Augmentation via Latent Diffusion Models for Detecting Smell-Related Objects in Historical Artworks
  Workshops and competitions hosted by the 23rd International Conference on Image Analysis and Processing, ICIAP 2025 (Rome, ITA, September 15, 2025 - September 19, 2025)
  In: Emanuele Rodolà, Fabio Galasso, Iacopo Masi (ed.): Lecture Notes in Computer Science 2026
  DOI: 10.1007/978-3-032-11317-7_42
  BibTeX: Download

2025

Journal Articles

• Gorges T., Scholz T., Saloman S., Zinnen M., Hoffmann J., Gourmelon N., Maier A., Hettenkofer S., Christlein V.:
  PASAL: Progress- and sparsity-aware loss balancing for heterogeneous dataset fusion
  In: Information Fusion 120 (2025), p. 103038
  ISSN: 1566-2535
  DOI: 10.1016/j.inffus.2025.103038
  BibTeX: Download

Conference Contributions

• Liu S., Huang H., Zinnen M., Maier A., Christlein V.:
  Novel Artistic Scene-Centric Datasets for Effective Transfer Learning in Fragrant Spaces
  In: Computer Vision – ECCV 2024 Workshops, Cham: 2025
  DOI: 10.1007/978-3-031-91572-7_10
  BibTeX: Download
• Lang S., Zinnen M.:
  Digital Provenance Research: Eine computerassistierte Bildersuche in historischen Auktionskatalogen
  Digital Humanities im deutschsprachigen Raum (DHd) (Universität Bielefeld, March 3, 2025 - March 7, 2025)
  DOI: 10.5281/zenodo.14943104
  BibTeX: Download

2024

Journal Articles

• Zinnen M., Madhu P., Leemans I., Bell P., Hussian A., Tran TMH., Hürriyetoğlu A., Maier A., Christlein V.:
  Smelly, dense, and spreaded: The Object Detection for Olfactory References (ODOR) dataset
  In: Expert Systems With Applications 255, Part B (2024), Article No.: 124576
  ISSN: 0957-4174
  DOI: 10.1016/j.eswa.2024.124576
  BibTeX: Download
• Zinnen M., Christlein V.:
  Odeuropa und der Duft der Bilder
  In: Schönere Heimat (2024), p. 225-229
  ISSN: 0177-4492
  URL: https://heimat-bayern-kaufladen.de/Schoenere-Heimat-2024-Heft-3/SW10437
  BibTeX: Download
  (Zeitungsartikel)
• Zinnen M., Hussian A., Maier A., Christlein V.:
  Recognizing sensory gestures in historical artworks
  In: Multimedia Tools and Applications (2024)
  ISSN: 1380-7501
  DOI: 10.1007/s11042-024-20502-6
  BibTeX: Download

Conference Contributions

• Huang H., Zinnen M., Liu S., Maier A., Christlein V.:
  Scene Classification on Fine Arts with Style Transfer
  SUMAC '24: 6th workshop on the analySis, Understanding and proMotion of heritAge Contents
  In: SUMAC '24: Proceedings of the 6th workshop on the analySis, Understanding and proMotion of heritAge Contents 2024
  DOI: 10.1145/3689094.3689468
  BibTeX: Download
• Patoliya V., Zinnen M., Maier A., Christlein V.:
  Smell and Emotion: Recognising Emotions in Smell-Related Artworks
  Digital Humanities Conference 2024 (Arlington, VA, August 6, 2024 - August 9, 2024)
  BibTeX: Download
• Hussian A., Zinnen M., Tran TMH., Maier A., Christlein V.:
  Gesture Classification in Artworks Using Contextual Image Features
  Digital Humanities Conference 2024 (The Roy Rosenzweig Center for History and New Media, Arlington, August 6, 2024 - August 9, 2024)
  BibTeX: Download

2023

Journal Articles

• van Erp M., Tullett W., Christlein V., Ehrhart T., Hürriyetoğlu A., Leemans I., Lisena P., Menini S., Schwabe D., Tonelli S., Troncy R., Zinnen M.:
  More than the Name of the Rose
  In: American Historical Review 128 (2023), p. 335-369
  ISSN: 0002-8762
  DOI: 10.1093/ahr/rhad141
  BibTeX: Download

Conference Contributions

• Zinnen M., Hussian A., Tran TMH., Madhu P., Maier A., Christlein V.:
  SniffyArt: The Dataset of Smelling Persons
  SUMAC '23: Proceedings of the 5th Workshop on analySis, Understanding and proMotion of heritAge Contents (Ottawa ON, Canada)
  In: Proceedings of the 5th Workshop on AnalySis, Understanding and ProMotion of HeritAge Contents 2023
  DOI: 10.1145/3607542.3617357
  URL: https://arxiv.org/abs/2311.11888
  BibTeX: Download
• Akdemir K., Hürriyetoğlu A., Troncy R., Paccosi T., Menini S., Zinnen M., Christlein V.:
  Multimodal and Multilingual Understanding of Smells using VilBERT and mUNITER
  2022 MediaEval Workshop, MediaEval 2022 (Virtual, Online, NOR, January 12, 2023 - January 13, 2023)
  In: Steven Hicks, Alba Garcia Seco De Herrera, Johannes Langguth, Johannes Langguth, Andreas Lommatzsch, Stelios Andreadis, Minh-Son Dao, Pierre-Etienne Martin, Ali Hurriyetoglu, Vajira Thambawita, Tor-Arne Nordmo, Romain Vuillemot, Martha Larson (ed.): CEUR Workshop Proceedings 2023
  BibTeX: Download
• Hürriyetoğlu A., Paccosi T., Menini S., Zinnen M., Lisena P., Akdemir K., Troncy R., van Erp M.:
  MUSTI - Multimodal Understanding of Smells in Texts and Images at MediaEval 2022
  2022 MediaEval Workshop, MediaEval 2022 (Virtual, Online, NOR, January 12, 2023 - January 13, 2023)
  In: Steven Hicks, Alba Garcia Seco De Herrera, Johannes Langguth, Johannes Langguth, Andreas Lommatzsch, Stelios Andreadis, Minh-Son Dao, Pierre-Etienne Martin, Ali Hurriyetoglu, Vajira Thambawita, Tor-Arne Nordmo, Romain Vuillemot, Martha Larson (ed.): CEUR Workshop Proceedings 2023
  BibTeX: Download

2022

Conference Contributions

• Zinnen M., Madhu P., Bell P., Maier A., Christlein V.:
  Transfer Learning for Olfactory Object Detection
  Digital Humanities 2022 (Tokyo, Japan, Online, July 25, 2022 - July 29, 2022)
  In: Alliance of Digital Humanities Organizations (ed.): Digital Humanities 2022 Conference Abstracts 2022
  Open Access: https://arxiv.org/abs/2301.09906
  URL: https://dh2022.dhii.asia/dh2022bookofabsts.pdf
  BibTeX: Download
• Madhu P., Meyer A., Zinnen M., Mührenberg L., Suckow D., Bendschus T., Reinhardt C., Bell P., Verstegen U., Kosti RV., Maier A., Christlein V.:
  One-Shot Object Detection in Heterogeneous Artwork Datasets
  2022 Eleventh International Conference on Image Processing Theory, Tools and Applications (IPTA) (Salzburg, Austria, April 19, 2022 - April 22, 2022)
  DOI: 10.1109/IPTA54936.2022.9784141
  BibTeX: Download
• Zinnen M., Madhu P., Kosti RV., Bell P., Maier A., Christlein V.:
  ODOR: The ICPR2022 ODeuropa Challenge on Olfactory Object Recognition
  26th International Conference on Pattern Recognition / 8th International Workshop on Image Mining - Theory and Applications (IMTA) (Montreal)
  In: 2022 26TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR), NEW YORK: 2022
  DOI: 10.1109/ICPR56361.2022.9956542
  BibTeX: Download

2021

Conference Contributions

• Zinnen M.:
  How to See Smells: Extracting Olfactory References from Artworks
  30th World Wide Web Conference, WWW 2021 (Ljubljana, April 19, 2021 - April 23, 2021)
  In: The Web Conference 2021 - Companion of the World Wide Web Conference, WWW 2021 2021
  DOI: 10.1145/3442442.3453710
  BibTeX: Download
• Zinnen M.:
  How To See Smells: Extracting Olfactory References from Artworks
  The Web Conference (Ljubljana, Slovenia (online), April 19, 2021 - April 23, 2021)
  In: Companion Proceedings of the Web Conference 2021 (WWW '21 Companion), New York, NY, USA: 2021
  DOI: 10.1145/3442442.3453710
  URL: https://dl.acm.org/doi/fullHtml/10.1145/3442442.3453710
  BibTeX: Download
• Ehrich SC., Verbeek C., Zinnen M., Marx L., Bembibre C., Leemans I.:
  Nose-First. Towards an Olfactory Gaze for Digital Art History
  2021 Workshops and Tutorials - Language Data and Knowledge, LDK 2021 (Zaragoza, ESP, September 1, 2021 - September 4, 2021)
  In: Sara Carvalho, Renato Rocha Souza (ed.): CEUR Workshop Proceedings 2021
  DOI: 10.4230/OASIcs.MDK.2021.6
  BibTeX: Download