Skip to content
Technical University of Munich
Foto von Fiona Claire Collins

Fiona Claire Collins

Research

Multi-modal as-is acquisition and machine learning for dynamic monitoring of POIs during construction and operation of buildings

2024

  • Collins, F.; Noichl, F.; Pan, Y.; Carrara, A.; Mafipour, M. S.; Forth, K.; Borrmann, A.: Bestandserfassung mithilfe von Computer Vision Methoden – 18. In: Haghsheno, S.; Satzger, G.; Lauble, S.; Vössing, M. (Ed.): Künstliche Intelligenz im Bauwesen. Springer Fachmedien Wiesbaden, 2024, 309-326 more…
  • Collins, F.C.; Noichl, F.; Slepicka, M.; Cones, G.; Borrmann, A.: 360-Degree Tri-Modal Scanning: Engineering a Modular Multi-Sensor Platform for Semantic Enrichment of BIM Models. ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., 2024 more…
  • Noichl, F.; Collins, F. C.; Braun, A.; Borrmann, A.: Enhancing point cloud semantic segmentation in the data-scarce domain of industrial plants through synthetic data. Computer-Aided Civil and Infrastructure Engineering 39 (10), 2024, 1530-1549 more…
  • Noichl, F.; Collins, F. C.; Pan, Y.; Mafipour, M.S.; Mehranfar, M.; Borrmann, A.: From Purpose to Technology: A Requirements-Driven Approach to Designing Digital Twin Implementations – 5. In: Jebelli, Houtan; Asadi, Somayeh; Mutis, Ivan; Liu, Rui; Cheng, Jack (Ed.): Digital Twins in Construction and the Built Environment. American Society of Civil Engineers, 2024, 91-130 more…

2023

  • Collins, F.C.; Braun, A.; Borrmann, A.: Graph-based linking of point cloud and BIM elements for extended DT integration. Proc. of the 30th Int. Conference on Intelligent Computing in Engineering (EG-ICE), 2023 more…

2022

  • Collins, F. C; Ringsquandl, M.; Braun, A.; Hall, D. M; Borrmann, A.: Shape encoding for semantic healing of design models and knowledge transfer to Scan-to-BIM. Proceedings of the Institution of Civil Engineers - Smart Infrastructure and Construction 175 (4), 2022, 1-21 more…
  • Collins, F.; Pfitzner, F.; Schlenger, J.: Scalable construction monitoring for an as-performed progress documentation across time. Proceedings of 33. Forum Bauinformatik, 2022 more…
  • Collins, F.C.; Braun, A.; Borrmann, A.: Finding geometric and topological similarities in building elements for large-scale pose updates in Scan-vs-BIM. Proc. of the Int. Conf. on Computing in Civil and Building Engineering (ICCCBE), 2022 more…

2021

  • Collins, F.; Braun, A.; Ringsquandl, M.; Hall, D.; Borrmann, A.: Assessing IFC classes with means of geometric deep learning on different graph encodings. Proc. of the 2021 European Conference on Computing in Construction, 2021 more…
  • Collins, F.; Mafipour, MS.; Noichl, F.; Pan, Y.; Vega Torres, M. A.: Towards applicable Scan-to-BIM and Scan-to-Floorplan: An end-to-end experiment. Proc. of the 32th Forum Bauinformatik, 2021 more…

2020

  • Collins, F.: Encoding of geometric shapes from Building Information Modeling (BIM) using graph neural networks. , 2020 more…

2024

  • Kirn, Hannes: Reconstruction of truncated instance point clouds with the help of generative models. Master thesis, 2024 more…
  • Mohiuddin, Rafay: Open World 3D Scene Understanding. Master thesis, 2024 more…
  • Singh, Binod: Graph-based Entity Alignment: Adapting SGAligner for Point Cloud to BIM Alignment. Master thesis, 2024 more…

2023

  • Fuchs, J.: Continuous Monitoring of Construction Site Progress and Activities with LIDAR-Sensors. Bachelor's thesis, 2023 more…
To top