“Neuro-Symbolic Transformation of Architectural Facades into Their Procedural Representations” by Swidzinski, Porter-Sobieraj and Musialski
Conference:
Type(s):
Title:
- Neuro-Symbolic Transformation of Architectural Facades into Their Procedural Representations
Session/Category Title: Geometry & Modeling
Presenter(s)/Author(s):
Abstract:
This work introduces a neuro-symbolic transformer model that automates the conversion of segmented facade images into procedural definitions using a custom split grammar. It enhances architectural design flexibility, allowing easy adjustments and variations, and sets a new standard in facade design by merging procedural generation with neuro-symbolic learning.
INVITED TO THE FIRST ROUND OF THE STUDENT RESEARCH COMPETITION
References:
[1]
Jae Joong Lee, Bosheng Li, and Bedrich Benes. 2024. Latent L-Systems: Transformer-Based Tree Generator. ACM Trans. Graph. 43, 1, Article 7 (Feb. 2024), 16 pages. https://doi.org/10.1145/3627101
[2]
Kurt Leimer, Paul Guerrero, Tomer Weiss, and Przemyslaw Musialski. 2022. LayoutEnhancer: Generating Good Indoor Layouts from Imperfect Data. In SIGGRAPH Asia 2022 Conference Papers(SA ?22). Association for Computing Machinery, New York, NY, USA, Article 27, 8 pages. https://doi.org/10.1145/3550469.3555425
[3]
Pascal M?ller, Peter Wonka, Simon Haegler, Andreas Ulmer, and Luc van Gool. 2006. Procedural modeling of buildings. ACM Transactions on Graphics 25, 3 (jul 2006), 614. https://doi.org/10.1145/1141911.1141931
[4]
Przemyslaw Musialski and Michael Wimmer. 2013. Inverse-Procedural Methods for Urban Models. In Proc. of 1st Eurographics Workshop on Urban Data Modelling and Visualisation, V. Besuievsky and G. Tourre (Eds.). Eurographics Association, Girona, Spain, 31?32. https://doi.org/10.2312/UDMV/UDMV13/031-032
[5]
Daniel Ritchie, Paul Guerrero, R. Kenny Jones, Niloy J. Mitra, Adriana Schulz, Karl D. D. Willis, and Jiajun Wu. 2023. Neurosymbolic Models for Computer Graphics. Computer Graphics Forum 42, 2 (2023), 545?568. https://doi.org/10.1111/cgf.14775 arXiv:https://onlinelibrary.wiley.com/doi/pdf/10.1111/cgf.14775
[6]
Radim Tyle?ek and Radim ??ra. 2013. Spatial Pattern Templates for Recognition of Objects with Regular Structure. In Proc. GCPR. Saarbrucken, Germany.
[7]
Peter Wonka, Michael Wimmer, Fran?ois Sillion, and William Ribarsky. 2003. Instant architecture. ACM Transactions on Graphics 22, 3 (jul 2003), 669. https://doi.org/10.1145/882262.882324
[8]
Fuzhang Wu, Dong-Ming Yan, Weiming Dong, Xiaopeng Zhang, and Peter Wonka. 2014. Inverse procedural modeling of facade layouts. ACM Trans. Graph. 33, 4, Article 121 (jul 2014), 10 pages. https://doi.org/10.1145/2601097.2601162
