Semantic segmentation of bridge point clouds with a synthetic data augmentation strategy and graph-structured deep metric learning
Deep learning techniques are capable of providing versatile solutions to automate
classification of bridge point clouds into corresponding constituent components, but training …
classification of bridge point clouds into corresponding constituent components, but training …
3D object recognition using deep learning for automatically generating semantic BIM data
The successful reuse of Building Information Model (BIM) data is reliant on the use of clearly
defined objects. File formats such as the Industry Foundation Classes (IFC) along with …
defined objects. File formats such as the Industry Foundation Classes (IFC) along with …
SpaRSE-BIM: Classification of IFC-based geometry via sparse convolutional neural networks
C Emunds, N Pauen, V Richter, J Frisch… - Advanced Engineering …, 2022 - Elsevier
Abstract Information exchange between Building Information Modeling (BIM) tools is
challenging, since many applications use their own native data formats. The Industry …
challenging, since many applications use their own native data formats. The Industry …
ArchShapesNet: a novel dataset for benchmarking architectural building information modeling element classification algorithms
Recent studies in the domain of semantic enrichment have employed artificial intelligence
(AI) approaches to distinguish and classify building information modeling (BIM) elements to …
(AI) approaches to distinguish and classify building information modeling (BIM) elements to …
A geometric-relational deep learning framework for BIM object classification
H Luo, G Gao, H Huang, Z Ke, C Peng, M Gu - European Conference on …, 2022 - Springer
Interoperability issue is a significant problem in Building Information Modeling (BIM). Object
type, as a kind of critical semantic information needed in multiple BIM applications like scan …
type, as a kind of critical semantic information needed in multiple BIM applications like scan …
[HTML][HTML] IFC BIM Model Enrichment with Space Function Information Using Graph Neural Networks
A Buruzs, M Šipetić, B Blank-Landeshammer, G Zucker - Energies, 2022 - mdpi.com
The definition of room functions in Building Information Modeling (BIM) using IfcSpace
entities is an important quality requirement that is often not fulfilled. This paper presents a …
entities is an important quality requirement that is often not fulfilled. This paper presents a …
[HTML][HTML] Modeling multiple space views for schematic building design using space ontologies and layout transformation operations
G Suter - Automation in construction, 2022 - Elsevier
Modeling multiple views of spaces involves mapping or transformation between multiple
models. Automated model transformation is challenging as semantic and spatial criteria …
models. Automated model transformation is challenging as semantic and spatial criteria …
Classification of architectural and MEP BIM objects for building performance evaluation
Numerous factors in current workflows reduce the completeness, accuracy, and reliability of
the information exchanged between Building Information Modelling (BIM) authoring tools …
the information exchanged between Building Information Modelling (BIM) authoring tools …
Automatic Fine-Grained BIM element classification using Multi-Modal deep learning (MMDL)
Abstract In Building Information Modeling (BIM)-based domain-specific applications,
elements should be classified into fine-grained sub-categories concerning their graphical …
elements should be classified into fine-grained sub-categories concerning their graphical …
Deep neural networks to assist in bim creation using scanned data: A review
M Seydgar, A Motamedi… - … Construction with Reality …, 2022 - conferences.lib.unb.ca
Deep neural networks (DNNs) have been revolutionizing various 3D processing fields, such
as autonomous driving and augmented reality. They also have a great potential to facilitate …
as autonomous driving and augmented reality. They also have a great potential to facilitate …