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dc.contributor.authorFan, Lubin
dc.contributor.authorWonka, Peter
dc.date.accessioned2016-11-03T08:27:47Z
dc.date.available2016-11-03T08:27:47Z
dc.date.issued2016-07-29
dc.identifier.citationFan L, Wonka P (2016) A Probabilistic Model for Exteriors of Residential Buildings. ACM Transactions on Graphics 35: 1–13. Available: http://dx.doi.org/10.1145/2910578.
dc.identifier.issn0730-0301
dc.identifier.doi10.1145/2910578
dc.identifier.urihttp://hdl.handle.net/10754/621373
dc.description.abstractWe propose a new framework to model the exterior of residential buildings. The main goal of our work is to design a model that can be learned from data that is observable from the outside of a building and that can be trained with widely available data such as aerial images and street-view images. First, we propose a parametric model to describe the exterior of a building (with a varying number of parameters) and propose a set of attributes as a building representation with fixed dimensionality. Second, we propose a hierarchical graphical model with hidden variables to encode the relationships between building attributes and learn both the structure and parameters of the model from the database. Third, we propose optimization algorithms to generate three-dimensional models based on building attributes sampled from the graphical model. Finally, we demonstrate our framework by synthesizing new building models and completing partially observed building models from photographs.
dc.description.sponsorshipThis publication is based on work supported by the Office of Sponsored Research (OSR) under Award No. OCRF-2014-CRG3-62140401 and the KAUST Visual Computing Center.
dc.publisherAssociation for Computing Machinery (ACM)
dc.relation.urlhttps://youtu.be/Mt2LTKOn_jw
dc.titleA Probabilistic Model for Exteriors of Residential Buildings
dc.typeArticle
dc.contributor.departmentVisual Computing Center (VCC)
dc.contributor.departmentComputer, Electrical and Mathematical Sciences and Engineering (CEMSE) Division
dc.contributor.departmentComputer Science Program
dc.identifier.journalACM Transactions on Graphics
dc.eprint.versionPost-print
dc.relation.embedded<iframe width="560" height="315" src="https://www.youtube.com/embed/Mt2LTKOn_jw?rel=0" frameborder="0" allow="autoplay; encrypted-media" allowfullscreen></iframe>
kaust.personFan, Lubin
kaust.personWonka, Peter
kaust.grant.numberOCRF-2014-CRG3-62140401
refterms.dateFOA2018-06-13T10:21:02Z
kaust.acknowledged.supportUnitVisual Computing Center
kaust.acknowledged.supportUnitOffice of Sponsored Research
dc.date.published-online2016-07-29
dc.date.published-print2016-07-28


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