Ferdinand Maiwald
Academic Staff, Full Professor
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About
Ferdinand Maiwald is a Full Professor at TUD Dresden University of Technology in Germany. His research areas encompass digital heritage innovation, artificial intelligence applications in photogrammetry, and the development of multimodal datasets for architectural research. Recent publications include works on 4D information systems and the use of machine learning for pose estimation and historical image analysis.
Articles (10)
Year:
2024
Year:
2024
The ongoing digitization of historical photographs in archives allows investigating the quality, quantity, and distribution of these images. However, the exact interior and exterior camera orientations of these photographs are usually lost during the digitization process. The proposed method uses content-based image retrieval (CBIR) to filter exterior images of single buildings in combination with metadata information. The retrieved photographs are automatically processed in an adapted structure-from-motion (SfM) pipeline to determine the camera parameters. In an interactive georeferencing process, the calculated camera positions are transferred into a global coordinate system. As all image and camera data are efficiently stored in the proposed 4D database, they can be conveniently accessed afterward to georeference newly digitized images by using photogrammetric triangulation and spatial resection. The results show that the CBIR and the subsequent SfM are robust methods for various kinds of buildings and different quantity of data. The absolute accuracy of the camera positions after georeferencing lies in the range of a few meters likely introduced by the inaccurate LOD2 models used for transformation. The proposed photogrammetric method, the database structure, and the 4D visualization interface enable adding historical urban photographs and 3D models from other locations.
Year:
2023
Year:
2023
Year:
2023
Year:
2022
Year:
2022
Year:
2022
Year:
2022
Year:
2021
Collaborators (2)
Florian Niebling
University of Würzburg
Anette Eltner
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