Elena Vollmer, M. Sc.

Elena Vollmer, M. Sc.

Research

  • automation in the areas of image analysis and anomaly detection
  • image processing via computer vision algorithms and AI
  • monitoring energy systems such as district heating networks
  • UAS-based thermal image acquisition
  • automatic georeferencing and orthomosaic generation

Publications


Comparative Study of Federated Learning Frameworks NVFlare and Flower for Detecting Thermal Bridges in Urban Environments
Duda, L. J.; Alibabaei, K. F.; Vollmer, E.; Klug, L.; Benz, M.; Kozlov, V.; Rebekka Volk; Götz, M.; Schultmann, F.; Streit, A.
2024, September 3. EGI Conference (2024), Lecce, Italy, September 30–October 4, 2024 Full textFull text of the publication as PDF document
How Does Feature Engineering Impact UAV-based Multispectral Semantic Segmentation? An RGB and Thermal Image Ablation Study
Vollmer, E.; Benz, M.; Kahn, J.; Klug, L.; Volk, R.; Schultmann, F.; Götz, M.
2024, June 12. Helmholtz Artificial Intelligence Conference (Helmholtz AI 2024), Düsseldorf, Germany, June 12–14, 2024 Full textFull text of the publication as PDF document
Federated Learning for Urban Energy Efficiency: Detecting Thermal with UAV-based Imaging and AI
Duda, L. J.; Alibabaei, K.; Vollmer, E.; Klug, L.; Benz, M.; Kozlov, V.; Volk, R.; Goetz, M.; Schultmann, F.; Streit, A.
2024, June 12. Helmholtz Artificial Intelligence Conference (Helmholtz AI 2024), Düsseldorf, Germany, June 12–14, 2024 Full textFull text of the publication as PDF document
AI in multispectral image analysis: Implementing a deep learning model for the segmentation of common thermal urban features to assist in the automation of infrastructure-related maintenance
Vollmer, E.; Klug, L.; Volk, R.; Schultmann, F.
2024, March 21. 4th Artificial Intelligence in Architecture, Engineering and Construction Conference (2024), Helsinki, Finland, March 20–21, 2024 Full textFull text of the publication as PDF document
AI4EOSC - D6.2 Intermediate status report about integration of pilot applications
Kozlov, V.; Sainz-Pardo, J.; Berberi, L.; Alibabaei, K.; Vollmer, E.; Błaszczak, M.; Krzyżanek, M.; Smok, J.; Bartok, J.; Sisan, P.; Papadopoulos, G.; Izquierdo, P.
2024. Zenodo. doi:10.5281/zenodo.10729327
UAV-based Thermography: Using AI with Multispectral Data
Vollmer, E.
2023, December 7. ANERIS Workshops on AI Basics for Image Processing (2023), Online, November 28–December 7, 2023 Full textFull text of the publication as PDF document
D6.1 : Analysis of user applications, collection of requirements
Berberi, L.; Heredia, I.; Kozlov, V.; Vollmer, E.; Sainz-Pardo, J.; Bartok, J.; Fojud, A.; Blaszczak, M.; Rausch, A.; Alibabaei, K.
2023. Zenodo. doi:10.5281/zenodo.7635453
Ergebnisse einer Machbarkeitsstudie für ganzheitliches Betonrecycling
Bruckschlögl, S.; Beuchle, G.; Vollmer, E.; Patarca, H. Petrillo; Volk, R.; Schultmann, F.; Dehn, F.
2023. Bauen mit Beton im Kreislauf - Recycling, Re-Use und Ressourcenschonung : 19. Symposium Baustoffe und Bauwerkserhaltung, Karlsruher Institut für Technologie (KIT), 9. März 2023, 21–36, KIT Scientific Publishing Full textFull text of the publication as PDF document