Building façade style classification from UAV imagery using a Pareto-optimized deep learning network

R Maskeliūnas, A Katkevičius, D Plonis, T Sledevič… - Electronics, 2022 - mdpi.com
The article focuses on utilizing unmanned aerial vehicles (UAV) to capture and classify
building façades of various forms of cultural sites and structures. We propose a Pareto …

Dual-path and multi-scale enhanced attention network for retinal diseases classification using ultra-wide-field images

F Chen, S Ma, J Hao, M Liu, Y Gu, Q Yi, J Zhang… - Ieee …, 2023 - ieeexplore.ieee.org
Early computer-aided early diagnosis (CAD) based on retinal imaging is critical to the timely
management and treatment planning of retina-related diseases. However, the inherent …

Multi-stage Scene-level Constraints for Large-scale Point Cloud Weakly Supervised Semantic Segmentation

Y Su, M Cheng, Z Yuan, W Liu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Compared to fully supervised 3-D large-scale point cloud segmentation methods, which
necessitate extensive manual point-wise annotations, weakly supervised segmentation has …

Spatial adaptive fusion consistency contrastive constraint: weakly supervised building facade point cloud semantic segmentation

Y Su, M Cheng, Z Yuan, W Liu, W Zeng… - … on Geoscience and …, 2023 - ieeexplore.ieee.org
Semantic segmentation of building facade point clouds has diverse applications. The
development of semantic segmentation methods is inextricably linked to datasets. The …

Efficient procedural modelling of building Façades based on windows from sketches

H Hu, B Feng, B Xu, Q Zhu, X Ge… - The Photogrammetric …, 2022 - Wiley Online Library
Realistic and delicate window models are in great demand for detailed LOD‐3 urban
reconstruction. However, current research tends to oversimplify the window models due to …

Key technology for digital twins in the architecture, engineering, and construction industry: new advances in point cloud semantic segmentation algorithms for …

D Ai, S Qin, S Gao, H Yuan… - Journal of Electronic …, 2024 - spiedigitallibrary.org
In the architecture, engineering, and construction (AEC) industry, point cloud semantic
segmentation provides comprehensive and accurate data support for building information …

Extending Convolution to Semantic Segmentation with Graph Neural Networks

SJN Armstrong, H Grobler - 2023 - researchsquare.com
Scene understanding enables multiple applications such as robotic automation. To enable
scene understanding, semantic segmentation is an essential component. Highly accurate …

[PDF][PDF] Building Façade Style Classification from UAV Imagery Using a Pareto-Optimized Deep Learning Network. Electronics 2022, 11, 3450

R Maskeliunas, A Katkevicius, D Plonis, T Sledevic… - 2022 - academia.edu
The article focuses on utilizing unmanned aerial vehicles (UAV) to capture and classify
building façades of various forms of cultural sites and structures. We propose a Pareto …