An End-to-End AI Pipeline for Wood Knot Detection to Enhance Structural Assessment in Historic Timber Structures

Pan, Junquan; Chizhova, Maria; Ebener, Frank; Luhmann, Thomas; Ledig, Christian; Maiwald, Ferdinand; Eißing, Thomas

doi:https://doi.org/10.5194/isprs-annals-X-M-2-2025-267-2025

Articles | Volume X-M-2-2025

https://doi.org/10.5194/isprs-annals-X-M-2-2025-267-2025

© Author(s) 2025. This work is distributed under
the Creative Commons Attribution 4.0 License.

https://doi.org/10.5194/isprs-annals-X-M-2-2025-267-2025

© Author(s) 2025. This work is distributed under
the Creative Commons Attribution 4.0 License.

Articles | Volume X-M-2-2025

23 Sep 2025

| 23 Sep 2025

An End-to-End AI Pipeline for Wood Knot Detection to Enhance Structural Assessment in Historic Timber Structures

Junquan Pan, Maria Chizhova, Frank Ebener, Thomas Luhmann, Christian Ledig, Ferdinand Maiwald, and Thomas Eißing

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