@dataset{arzoumanidis_2026_18835199,
  author       = {Arzoumanidis, Lukas and
                  Behre, Falko and
                  Marsmann, Malte and
                  Li, Weilian and
                  Dehbi, Youness},
  title        = {Object Detection Benchmark Dataset for Indoor
                   Power Sockets and Light Switches
                  },
  month        = apr,
  year         = 2026,
  publisher    = {Zenodo},
  doi          = {10.5281/zenodo.18835199},
  url          = {https://doi.org/10.5281/zenodo.18835199},
}

@dataset{nguyen_2026_18896534,
  author       = {Nguyen, Son H. and
                  Kanna, Elmehdi and
                  Arzoumanidis, Lukas and
                  Matijevic, Jannik and
                  Dehbi, Youness},
  title        = {Hamburg CityGM 2.0 LoD2 2025 Enriched Roof
                   Materials
                  },
  month        = mar,
  year         = 2026,
  publisher    = {Zenodo},
  version      = {1.0},
  doi          = {10.5281/zenodo.18896534},
  url          = {https://doi.org/10.5281/zenodo.18896534},
}

@dataset{nguyen_2026_18896614,
  author       = {Nguyen, Son H. and
                  Kanna, Elmehdi and
                  Arzoumanidis, Lukas and
                  Jannik, Matijevic and
                  Dehbi, Youness},
  title        = {Hamburg CityGM 3.0 LoD2 2025 Enriched Roof
                   Materials
                  },
  month        = mar,
  year         = 2026,
  publisher    = {Zenodo},
  version      = {1.0},
  doi          = {10.5281/zenodo.18896614},
  url          = {https://doi.org/10.5281/zenodo.18896614},
}

@dataset{arzoumanidis_2025_17579452,
  author       = {Arzoumanidis, Lukas and
                  Jannik, Matijevic and
                  Lena, Hildebrandt and
                  Knechtel, Julius and
                  Haunert, Jan-Henrik and
                  Kartenabteilung and
                  Dehbi, Youness},
  title        = {Semantic Segmentation Benchmark Dataset for
                   Homogeneous Historical Map Corpora
                  },
  month        = nov,
  year         = 2025,
  publisher    = {Zenodo},
  doi          = {10.5281/zenodo.17579452},
  url          = {https://doi.org/10.5281/zenodo.17579452},
}

@dataset{arzoumanidis_2025_14040571,
  author       = {Arzoumanidis*, Lukas and
                  Knechtel*, Julius and
                  Sen*, Gizem and
                  Li, Weilian and
                  Dehbi, Youness},
  title        = {Rooftop Drainage Outlets and Ventilations Dataset},
  month        = apr,
  year         = 2025,
  publisher    = {Zenodo},
  doi          = {10.5281/zenodo.14040571},
  url          = {https://doi.org/10.5281/zenodo.14040571},
}