Publications

2026 

• SAGINGeo: A Space-Aerial-Ground Integrated Framework for VGI Geolocalization in Multi-Disaster Scenarios
  Wenping Yin, Fabian Deuser, Jiancheng Jiang, Ziqi Liu, Xuanshu Luo, Zhedong Zheng, Martin Werner, Hao Li, Yong Xue. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
• Towards generative location awareness for disaster response: A probabilistic cross-view geolocalization approach
  Hao Li, Fabian Deuser, Wenping Yin, Steffen Knoblauch, Wufan Zhao, Filip Biljecki, Yong Xue, Wei Huang. ISPRS Journal of Photogrammetry and Remote Sensing, 237, pp. 130–145
• Triple-objective cross-view geolocalization of disaster-related VGI: the case of Hurricane Ian
  Wenping Yin, Fabian Deuser, Ziqi Liu, Jiaqi Wei, Xuanshu Luo, Martin Werner, Hao Li, Yong Xue. International Journal of Geographical Information Science, 40(1), pp. 194–216
• The 4th Workshop on UAVs in Multimedia: Capturing the World from a New Perspective
  Fabian Deuser, Yaxuan Li, Tingyu Wang, Yujiao Shi, Anna Bößendörfer, Shaofei Huang, Xiao Pan, Zhedong Zheng, Roger Zimmermann. ACM Multimedia 2026 Workshops

2025

• Cross-view geolocalization and disaster mapping with street-view and VHR satellite imagery: A case study of Hurricane IAN
  Hao Li, Fabian Deuser, Wenping Yin, Xuanshu Luo, Paul M. Walther, Gengchen Mai, Wei Huang, Martin Werner. ISPRS Journal of Photogrammetry and Remote Sensing, 220, pp. 841–854
• metal-dacl: Image-Based Automated Damage Recognition for Steel Bridge Inspections
  Johannes Flotzinger, Diego Mediel-Cuadra, Jonas Zausinger, Fabian Deuser, Lukas Rauch, Thomas Braml. ce/papers, 8(5), pp. 28–33
• Disaster-Related VGI Geolocalization Using Multimodal Information: A Case Study of Hurricane Ian
  Wenping Yin, Fabian Deuser, Hao Li, Jiaqi Wei, Yiying Wang, Sheng Zhang, Ziqi Liu, Wenhao Liu, Yong Xue, Martin Werner. IGARSS 2025 - IEEE International Geoscience and Remote Sensing Symposium
• Enhancing Contrastive Learning for Geolocalization by Discovering Hard Negatives on Semivariograms
  Boyi Chen, Zhangyu Wang, Fabian Deuser, Johann Maximilian Zollner, Martin Werner. Proceedings of the 33rd ACM International Conference on Advances in Geographic Information Systems, pp. 1162–1165
• Semantic Matters: Multimodal Features for Affective Analysis
  Tobias Hallmen, Robin-Nico Kampa, Fabian Deuser, Norbert Oswald, Elisabeth André. 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), pp. 5715–5724
• synth-dacl: Does Synthetic Defect Data Enhance Segmentation Accuracy and Robustness for Real-World Bridge Inspections?
  Johannes Flotzinger, Fabian Deuser, Achref Jaziri, Heiko Neumann, Norbert Oswald, Visvanathan Ramesh, Thomas Braml. Pattern Recognition - 47th DAGM German Conference, DAGM GCPR 2025, Proceedings, pp. 387–402
• Temporal Resilience in Geo-Localization: Adapting to the Continuous Evolution of Urban and Rural Environments
  Fabian Deuser, Wejdene Mansour, Hao Li, Konrad Habel, Martin Werner, Norbert Oswald. 2025 IEEE/CVF Winter Conference on Applications of Computer Vision Workshops (WACVW), pp. 442–451
• The 3rd Workshop on UAVs in Multimedia: Capturing the World from a New Perspective
  Tingyu Wang, Yujiao Shi, Fabian Deuser, Shaofei Huang, Guosheng Hu, Si Liu, Zhedong Zheng, Roger Zimmermann. Proceedings of the 3rd International Workshop on UAVs in Multimedia: Capturing the World from a New Perspective, pp. 1–3
• ViewSparsifier: Killing Redundancy in Multi-View Plant Phenotyping
  Robin-Nico Kampa, Fabian Deuser, Konrad Habel, Norbert Oswald. Proceedings of the 33rd ACM International Conference on Multimedia, pp. 14210–14215
• Proceedings of the 3rd International Workshop on UAVs in Multimedia: Capturing the World from a New Perspective
  Tingyu Wang, Yujiao Shi, Fabian Deuser, Shaofei Huang, Guosheng Hu, Si Liu, Zhedong Zheng, Roger Zimmermann (Eds.). Proceedings of the 3rd International Workshop on UAVs in Multimedia: Capturing the World from a New Perspective
• Enhancing conceptual understanding in vision-language models
  Philipp J. Rösch. Bundeswehr University Munich, Neubiberg (Munich), Germany
• Locality-Sensitive Hashing for Efficient Hard Negative Sampling in Contrastive Learning
  Fabian Deuser, Philipp Hausenblas, Hannah Schieber, Daniel Roth, Martin Werner, Norbert Oswald. arXiv preprint arXiv:2505.17844

2024 

• dacl1k: Real-world bridge damage dataset putting open-source data to the test
  Johannes Flotzinger, Philipp J. Rösch, Norbert Oswald, Thomas Braml. Engineering Applications of Artificial Intelligence, 137, pp. 109106
• Multi-Modal Contextualization of Trajectory Data for Advanced Analysis
  Paul M. Walther, Fabian Deuser, Martin Werner. Datenbank-Spektrum, 24(3), pp. 223–231
• NeRFtrinsic Four: An end-to-end trainable NeRF jointly optimizing diverse intrinsic and extrinsic camera parameters
  Hannah Schieber, Fabian Deuser, Bernhard Egger, Norbert Oswald, Daniel Roth. Computer Vision and Image Understanding, 249, pp. 104206
• SoccerNet 2023 challenges results
  Anthony Cioppa, Silvio Giancola, Vladimir Somers, Floriane Magera, Xin Zhou, Hassan Mkhallati, Adrien Deliège, Jan Held, Carlos Hinojosa, Amir M. Mansourian, Pierre Miralles, Olivier Barnich
  and 90 more authors

  Christophe De Vleeschouwer, Alexandre Alahi, Bernard Ghanem, Marc Van Droogenbroeck, Abdullah Kamal, Adrien Maglo, Albert Clapés, Amr Abdelaziz, Artur Xarles, Astrid Orcesi, Atom Scott, Bin Liu, Byoungkwon Lim, Chen Chen, Fabian Deuser, Feng Yan, Fufu Yu, Gal Shitrit, Guanshuo Wang, Gyusik Choi, Hankyul Kim, Hao Guo, Hasby Fahrudin, Hidenari Koguchi, Håkan Ardö, Ibrahim Salah, Ido Yerushalmy, Iftikar Muhammad, Ikuma Uchida, Ishay Be'ery, Jaonary Rabarisoa, Jeongae Lee, Jiajun Fu, Jianqin Yin, Jinghang Xu, Jongho Nang, Julien Denize, Junjie Li, Junpei Zhang, Juntae Kim, Kamil Synowiec, Kenji Kobayashi, Kexin Zhang, Konrad Habel, Kota Nakajima, Licheng Jiao, Lin Ma, Lizhi Wang, Luping Wang, Menglong Li, Mengying Zhou, Mohamed Nasr, Mohamed Abdelwahed, Mykola Liashuha, Nikolay Falaleev, Norbert Oswald, Qiong Jia, Quoc-Cuong Pham, Ran Song, Romain Hérault, Rui Peng, Ruilong Chen, Ruixuan Liu, Ruslan Baikulov, Ryuto Fukushima, Sergio Escalera, Seungcheon Lee, Shimin Chen, Shouhong Ding, Taiga Someya, Thomas B. Moeslund, Tianjiao Li, Wei Shen, Wei Zhang, Wei Li, Wei Dai, Weixin Luo, Wending Zhao, Wenjie Zhang, Xinquan Yang, Yanbiao Ma, Yeeun Joo, Yingsen Zeng, Yiyang Gan, Yongqiang Zhu, Yujie Zhong, Zheng Ruan, Zhiheng Li, Zhijian Huang, Ziyu Meng
  . Sports Engineering, 27(2), pp. 24
• dacl-challenge: Semantic Segmentation during Visual Bridge Inspections
  Johannes Flotzinger, Philipp J. Rösch, Christian Benz, Muneer Ahmad, Murat Osswald-Cankaya, Helmut Mayer, Volker Rodehorst, Norbert Oswald, Thomas Braml. 2024 IEEE/CVF Winter Conference on Applications of Computer Vision Workshops (WACVW), pp. 716–725
• dacl10k: Benchmark for Semantic Bridge Damage Segmentation
  Johannes Flotzinger, Philipp J. Rösch, Thomas Braml. 2024 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), pp. 8611–8620
• Enhancing Conceptual Understanding in Multimodal Contrastive Learning through Hard Negative Samples
  Philipp J. Rösch, Norbert Oswald, Michaela Geierhos, Jindřich Libovický. Proceedings of the 3rd Workshop on Advances in Language and Vision Research (ALVR), pp. 102–115
• Optimizing Geo-Localization with k-Means Re-Ranking in Challenging Weather Conditions
  Fabian Deuser, Martin Werner, Konrad Habel, Norbert Oswald. Proceedings of the 2nd Workshop on UAVs in Multimedia: Capturing the World from a New Perspective, pp. 9–13
• Unimodal Multi-Task Fusion for Emotional Mimicry Intensity Prediction
  Tobias Hallmen, Fabian Deuser, Norbert Oswald, Elisabeth André. 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), pp. 4657–4665

2023

• Human-generated Morse Code Decoding using Machine Learning
  Philipp J. Rösch, Fabian Kothgasser, Norbert Oswald. 17th NATO Operations Research and Analysis
• Bavaria Buildings - A Novel Dataset for Building Footprint Extraction, Instance Segmentation, and Data Quality Estimation
  Martin Werner, Hao Li, Johann Maximilian Zollner, Balthasar Teuscher, Fabian Deuser. Proceedings of the 31st ACM International Conference on Advances in Geographic Information Systems, pp. 108:1–108:4
• Orientation-Guided Contrastive Learning for UAV-View Geo-Localisation
  Fabian Deuser, Konrad Habel, Martin Werner, Norbert Oswald. Proceedings of the 2023 Workshop on UAVs in Multimedia: Capturing the World from a New Perspective, pp. 7–11
• Sample4Geo: Hard Negative Sampling For Cross-View Geo-Localisation
  Fabian Deuser, Konrad Habel, Norbert Oswald. 2023 IEEE/CVF International Conference on Computer Vision (ICCV), pp. 16801–16810

2022

• Zero-Shot Multimodal Deep Learning Models for Military Vehicle Detection – An Analysis
  Philipp J. Rösch, Fabian Deuser, Konrad Habel, Norbert Oswald. STO Meeting Proceedings, STO-OCS-ORA-2022
• Building Inspection Toolkit: Unified Evaluation And Strong Baselines For Bridge Damage Recognition
  Johannes Flotzinger, Philipp J. Rösch, Norbert Oswald, Thomas Braml. 2022 IEEE International Conference on Image Processing (ICIP), pp. 1221–1225
• CLIP-ReIdent: Contrastive Training for Player Re-Identification
  Konrad Habel, Fabian Deuser, Norbert Oswald. Proceedings of the 5th International ACM Workshop on Multimedia Content Analysis in Sports, pp. 129–135
• Less Is More: Linear Layers on CLIP Features as Powerful VizWiz Model
  Fabian Deuser, Konrad Habel, Philipp J. Rösch, Norbert Oswald. VizWiz Grand Challenge Workshop at CVPR 2022
• Probing the Role of Positional Information in Vision-Language Models
  Philipp J. Rösch, Jindřich Libovický. Findings of the Association for Computational Linguistics: NAACL 2022, pp. 1031–1041
• Applying automated damage classification during digital inspection of structures
  Johannes Flotzinger, Philipp J. Rösch, Fabian Deuser, Thomas Braml, Sebastian Reim, Bilal Maradni. Current Perspectives and New Directions in Mechanics, Modelling and Design of Structures