Publications

Koch, A., Petry, M., Ghiglione, M., Raoofy, A., Dax, G., Furano, G., Werner, M., Trinitis, C., & Langer, M. (2023). Machine Learning Application Benchmark (accepted). Proceedings of the 20th ACM International Conference on Computing Frontiers. [BibTeX]
```
@inproceedings{Dax2023b,
  author = {Koch, Andreas and Petry, Michael and Ghiglione, Max and Raoofy, Amir and Dax, Gabriel and Furano, Gianluca and Werner, Martin and Trinitis, Carsten and Langer, Martin},
  title = {Machine Learning Application Benchmark (accepted)},
  booktitle = {Proceedings of the 20th ACM International Conference on Computing Frontiers},
  year = {2023}
}
```
Li, H., Yuan, Z., Dax, G., Gong, K., Fan, H., Zipf, A., & Werner, M. (2023). Semi-supervised Learning from Street-View Images and OpenStreetMap for Automatic Building Height Estimation (accepted). GIScience 2023. [BibTeX]
```
@inproceedings{Dax2023,
  author = {Li, Hao and Yuan, Zhendong and Dax, Gabriel and Gong, Kefei and Fan, Hongchao and Zipf, Alexander and Werner, Martin},
  title = {Semi-supervised Learning from Street-View Images and OpenStreetMap for Automatic Building Height Estimation (accepted)},
  booktitle = {GIScience 2023},
  year = {2023}
}
```
Dong, Z., Xiong, Z., Dax, G., Li, H., Langer, M., Ghiglione, M., Trinitis, C., & Werner, M. (2023). Forest Fire Detection from Sentinel-2 Satellite Imagery using Deep Learning (accepted). Big Earth Data. [BibTeX]
```
@inproceedings{Dax2023a,
  author = {Dong, Zeyu and Xiong, Zhouyi and Dax, Gabriel and Li, Hao and Langer, Martin and Ghiglione, Max and Trinitis, Carsten and Werner, Martin},
  title = {Forest Fire Detection from Sentinel-2 Satellite Imagery using Deep Learning (accepted)},
  booktitle = {Big Earth Data},
  year = {2023}
}
```
Dax, G., Nagarajan, S., Li, H., & Werner, M. (2023). Compression Supports Spatial Deep Learning. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 16, 702–713. https://doi.org/10.1109/JSTARS.2022.3226563 [doi] [BibTeX]
```
@article{Dax2022a,
  author = {Dax, Gabriel and Nagarajan, Srilakshmi and Li, Hao and Werner, Martin},
  journal = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},
  title = {Compression Supports Spatial Deep Learning},
  year = {2023},
  volume = {16},
  number = {},
  pages = {702-713},
  doi = {10.1109/JSTARS.2022.3226563}
}
```
Denizoglu, D. G., Dax, G., Nagarajan, S., Zhang, N., & Werner, M. (2022). Global Active Fire Detection – Towards a SAR-enabled Multi-Sensor Global Monitoring System. Living Planet Symposium 2022. [PDF] [BibTeX]
```
@inproceedings{Denizoglu2022,
  author = {Denizoglu, Deniz Gaye and Dax, Gabriel and Nagarajan, Srilakshmi and Zhang, Ning and Werner, Martin},
  title = {Global Active Fire Detection -- Towards a SAR-enabled Multi-Sensor Global Monitoring System},
  booktitle = {Living Planet Symposium 2022},
  year = {2022}
}
```
Raoofy, A., Dax, G., Serra, V., Ghiglione, M., Werner, M., & Trinitis, C. (2022). Benchmarking and feasibility aspects of machine learning in space systems. Proceedings of the 19th ACM International Conference on Computing Frontiers, 225–226. https://doi.org/10.1145/3528416.3530986 [PDF] [doi] [BibTeX]
```
@inproceedings{Raoofy2022,
  author = {Raoofy, Amir and Dax, Gabriel and Serra, Vittorio and Ghiglione, Max and Werner, Martin and Trinitis, Carsten},
  title = {Benchmarking and feasibility aspects of machine learning in space systems},
  pages = {225--226},
  publisher = {ACM},
  isbn = {9781450393386},
  booktitle = {Proceedings of the 19th ACM International Conference on Computing Frontiers},
  year = {2022},
  address = {New York, NY, USA},
  doi = {10.1145/3528416.3530986}
}
```
Ghiglione, M., Serra, V., Raoofy, A., Dax, G., Trinitis, C., Werner, M., Schulz, M., & Furano, G. (2022). Survey of frameworks for inference of neural networks in space data system. DASIA 2022. [PDF] [BibTeX]
```
@inproceedings{Ghiglione2022,
  author = {Ghiglione, Max and Serra, Vittorio and Raoofy, Amir and Dax, Gabriel and Trinitis, Carsten and Werner, Martin and Schulz, Martin and Furano, Gianluca},
  title = {Survey of frameworks for inference of neural networks in space data system},
  booktitle = {DASIA 2022},
  year = {2022}
}
```

Dax, G., & Werner, M. (2022). The Role of Compression in Spatial Computing. PhD Colloquium of the DGK Section on Geoinformatics 2022. [PDF] [Online] [BibTeX]

@inproceedings{Dax2022,
  author = {Dax, Gabriel and Werner, Martin},
  title = {The Role of Compression in Spatial Computing},
  online = {https://www.geoinfo.uni-bonn.de/DGKGeoinfo2022/pdf-dokumente/09_DGKGeoinfo2022_DAX-WERNER_paper_2684.pdf},
  keywords = {Bloom filter;Compression;Deep Learning;Spatial Computing},
  booktitle = {PhD Colloquium of the DGK Section on Geoinformatics 2022},
  year = {2022},
  address = {Braunschweig}
}

Dax, G., & Werner, M. (2021). Trajectory Similarity using Compression. 2021 22nd IEEE International Conference on Mobile Data Management (MDM), 169–174. https://doi.org/10.1109/MDM52706.2021.00035 [PDF] [doi] [BibTeX]
```
@inproceedings{Dax2021c,
  author = {Dax, Gabriel and Werner, Martin},
  title = {Trajectory Similarity using Compression},
  pages = {169--174},
  publisher = {IEEE},
  isbn = {978-1-6654-2845-3},
  booktitle = {2021 22nd IEEE International Conference on Mobile Data Management (MDM)},
  year = {2021},
  doi = {10.1109/MDM52706.2021.00035}
}
```
Ghiglione, M., Raoofy, A., Dax, G., Furano, G., Wiest, R., Trinitis, C., Werner, M., Schulz, M., & Langer, M. (2021). Machine Learning Application Benchmark for Satellite On-Board Data Processing. In European Workshop on On-Board Data Processing. https://doi.org/10.5281/zenodo.5520877 [PDF] [doi] [BibTeX]
```
@incollection{Ghiglione2021,
  author = {Ghiglione, Max and Raoofy, Amir and Dax, Gabriel and Furano, Gianluca and Wiest, Richard and Trinitis, Carsten and Werner, Martin and Schulz, Martin and Langer, Martin},
  title = {Machine Learning Application Benchmark for Satellite On-Board Data Processing},
  booktitle = {European Workshop on On-Board Data Processing},
  year = {2021},
  doi = {10.5281/zenodo.5520877}
}
```
Raoofy, A., Dax, G., Ghiglione, M., Langer, M., Trinitis, C., Werner, M., & Schulz, M. (2021). Benchmarking Machine Learning Inference in FPGA-based Accelerated Space Applications. Workshop on Benchmarking Machine Learning Workloads on Emerging Hardware. [PDF] [BibTeX]
```
@inproceedings{Raoofy2021,
  author = {Raoofy, Amir and Dax, Gabriel and Ghiglione, Max and Langer, Martin and Trinitis, Carsten and Werner, Martin and Schulz, Martin},
  title = {Benchmarking Machine Learning Inference in FPGA-based Accelerated Space Applications},
  booktitle = {Workshop on Benchmarking Machine Learning Workloads on Emerging Hardware},
  year = {2021}
}
```
Alam, S., Ahmed, M., Dax, G., & Werner, M. (2021). Change detection of Lake Starnberg, Germany using NDVI and Sentinel 2. Symposium Für Angewandte Geoinformatik (AGIT’2021). [PDF] [BibTeX]
```
@inproceedings{Alam2021,
  author = {Alam, Shahidul and Ahmed, Mueed and Dax, Gabriel and Werner, Martin},
  title = {Change detection of Lake Starnberg, Germany using NDVI and Sentinel 2},
  booktitle = {Symposium f{\"u}r Angewandte Geoinformatik (AGIT'2021)},
  year = {2021}
}
```
Zeya, S. M., Theofanidis, A., Dax, G., & Werner, M. (2021). Forest and Vegetation Monitoring Using Sentinel-2 Imageryin the Northern Part of Democratic Republic of Congo. Proceedings of the 24th AGILE Conference on Geographic Information Science (AGILE’2021). [PDF] [BibTeX]
```
@inproceedings{Zeya2021,
  author = {Zeya, Syed Miftah and Theofanidis, Alexandros and Dax, Gabriel and Werner, Martin},
  title = {Forest and Vegetation Monitoring Using Sentinel-2 Imageryin the Northern Part of Democratic Republic of Congo},
  booktitle = {Proceedings of the 24th AGILE Conference on Geographic Information Science (AGILE'2021)},
  year = {2021}
}
```
Dax, G., & Werner, M. (2021). Information-optimal Abstaining for Reliable Classification of Building Functions. AGILE: GIScience Series, 2, 1–10. https://doi.org/10.5194/agile-giss-2-1-2021 [PDF] [doi] [BibTeX]
```
@article{Dax2021b,
  author = {Dax, Gabriel and Werner, Martin},
  year = {2021},
  title = {Information-optimal Abstaining for Reliable Classification of Building Functions},
  pages = {1--10},
  volume = {2},
  journal = {AGILE: GIScience Series},
  doi = {10.5194/agile-giss-2-1-2021}
}
```
Dax, G., Laass, M., & Werner, M. (2021). Genetic Algorithm for Improved Transfer Learning Through Bagging Color-Adjusted Models. 2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS, 2612–2615. https://doi.org/10.1109/IGARSS47720.2021.9554380 [PDF] [doi] [BibTeX]
```
@inproceedings{Dax2021,
  author = {Dax, Gabriel and Laass, Moritz and Werner, Martin},
  title = {Genetic Algorithm for Improved Transfer Learning Through Bagging Color-Adjusted Models},
  pages = {2612--2615},
  publisher = {IEEE},
  isbn = {978-1-6654-0369-6},
  booktitle = {2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS},
  year = {2021},
  doi = {10.1109/IGARSS47720.2021.9554380}
}
```
Götzer, S., Laass, M., Dax, G., & Werner, M. (2021). ObservaToriUM: A Simple Scalable Earth Observation Processing Engine. Symposium Für Angewandte Geoinformatik (AGIT’2021). [PDF] [BibTeX]
```
@inproceedings{Gotzer2021,
  author = {G{\"o}tzer, Stephan and Laass, Moritz and Dax, Gabriel and Werner, Martin},
  title = {ObservaToriUM: A Simple Scalable Earth Observation Processing Engine},
  booktitle = {Symposium f{\"u}r Angewandte Geoinformatik (AGIT'2021)},
  year = {2021}
}
```
Werner, M., Dax, G., & Laass, M. (2020). Computational Challenges for Artificial Intelligence and Machine Learning in Environmental Research. INFORMATIK 2020. https://doi.org/10.18420/inf2020_95 [doi] [BibTeX]
```
@inproceedings{Werner2020,
  author = {Werner, Martin and Dax, Gabriel and Laass, Moritz},
  title = {Computational Challenges for Artificial Intelligence and Machine Learning in Environmental Research},
  booktitle = {INFORMATIK 2020},
  year = {2020},
  doi = {10.18420/inf2020_95}
}
```
Dumitru, C. O., Schwarz, G., Ao, D., Dax, G., Karmakar, C., & Datcu, M. (2020). Selection of Reliable Machine Learning Algorithms for Geophysical Applications. EGU 2020. https://elib.dlr.de/138129/ [Online] [BibTeX]
```
@inproceedings{dlr138129,
  author = {Dumitru, Corneliu Octavian and Schwarz, Gottfried and Ao, Dongyang and Dax, Gabriel and Karmakar, Chandrabali and Datcu, Mihai},
  title = {Selection of Reliable Machine Learning Algorithms for Geophysical Applications},
  booktitle = {EGU 2020},
  year = {2020},
  month = {Mai},
  keywords = {Machine learning, applications},
  url = {https://elib.dlr.de/138129/}
}
```

Dumitru, C. O., Schwarz, G., Dax, G., Vlad, A., Ao, D., & Datcu, M. (2020). Active and Machine Learning for Earth Observation Image Analysis with Traditional and Innovative Approaches. In H. R. Arabnia, K. Daimi, R. Stahlbock, C. Soviany, L. Heilig, & K. Brussau (Eds.), Principles of Data Science (pp. 207–231). Springer Nature Switzerland AG. https://elib.dlr.de/138139/ [Online] [BibTeX]

@incollection{dlr138139,
  title = {Active and Machine Learning for Earth Observation Image Analysis with Traditional and Innovative Approaches},
  pages = {207--231},
  publisher = {Springer Nature Switzerland AG},
  editor = {Arabnia, H. R. and Daimi, K. and Stahlbock, R. and Soviany, C. and Heilig, L. and Brussau, K.},
  journal = {Principles of Data Science},
  series = {Transactions on Computational Science and Computational Intelligence},
  author = {Dumitru, Corneliu Octavian and Schwarz, Gottfried and Dax, Gabriel and Vlad, Andrei and Ao, Dongyang and Datcu, Mihai},
  year = {2020},
  url = {https://elib.dlr.de/138139/},
  keywords = {machine learning, coastline detection, icebergs, sea-ice}
}

Coca, M., Datcu, M., Dax, G., Dumitru, C. O., Schwarz, G., & Yao, W. (2019, September). No Feature Data Analytics: Compression Pattern Recognition. Φ-Week. https://elib.dlr.de/130276/ [Online] [BibTeX]
```
@inproceedings{dlr130276,
  year = {2019},
  booktitle = {{{\Phi}}-week},
  month = sep,
  title = {No Feature Data Analytics: Compression Pattern Recognition},
  author = {Coca, Mihai and Datcu, Mihai and Dax, Gabriel and Dumitru, Corneliu Octavian and Schwarz, Gottfried and Yao, Wei},
  url = {https://elib.dlr.de/130276/},
  keywords = {Data Analytics, No Feature, Pattern Recognition}
}
```
Dax, G., Dumitru, C. O., Schwarz, G., & Datcu, M. (2019). SAR Change Detection in a General Case Using Normalized Compression Distance. TerraSAR-X Science Team Meeting 2019. https://elib.dlr.de/130271/ [Online] [BibTeX]
```
@inproceedings{dlr130271,
  title = {SAR Change Detection in a General Case Using Normalized Compression Distance},
  author = {Dax, Gabriel and Dumitru, Corneliu Octavian and Schwarz, Gottfried and Datcu, Mihai},
  booktitle = {TerraSAR-X Science Team Meeting 2019},
  year = {2019},
  month = {Oktober},
  url = {https://elib.dlr.de/130271/},
  keywords = {Synthetic Aparture Radar, Normalized Compression Distance,Change Detection}
}
```

Dumitru, C. O., Dax, G., Schwarz, G., Cazacu, C., Adamescu, M. C., & Datcu, M. (2019). Accurate Monitoring of the Danube Delta Dynamics using Copernicus Data. SPIE Remote Sensing, 1–13. https://elib.dlr.de/129121/ [Online] [BibTeX]

@inproceedings{dlr129121,
  author = {Dumitru, Corneliu Octavian and Dax, Gabriel and Schwarz, Gottfried and Cazacu, Constantin and Adamescu, Mihai Cristian and Datcu, Mihai},
  pages = {1--13},
  title = {Accurate Monitoring of the Danube Delta Dynamics using Copernicus Data},
  year = {2019},
  booktitle = {SPIE Remote Sensing},
  url = {https://elib.dlr.de/129121/},
  keywords = {Classification, change detection, Copernicus satellite data, coastline detection, Danube Delta, normalized compression distance, Sentinel-1, Sentinel-2.}
}