Polyworld: Polygonal building extraction with graph neural networks in satellite images

S Zorzi, S Bazrafkan, S Habenschuss… - Proceedings of the …, 2022 - openaccess.thecvf.com
While most state-of-the-art instance segmentation methods produce binary segmentation
masks, geographic and cartographic applications typically require precise vector polygons …

BuildMapper: A fully learnable framework for vectorized building contour extraction

S Wei, T Zhang, S Ji, M Luo, J Gong - ISPRS Journal of Photogrammetry …, 2023 - Elsevier
Deep learning based methods have significantly boosted the study of automatic building
extraction from remote sensing images. However, delineating vectorized and regular …

Polygonal building extraction by frame field learning

N Girard, D Smirnov, J Solomon… - Proceedings of the …, 2021 - openaccess.thecvf.com
While state of the art image segmentation models typically output segmentations in raster
format, applications in geographic information systems often require vector polygons. To …

Towards the vectorization of hyperspectral imagery

L Fang, Y Yan, J Yue, Y Deng - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Hyperspectral images (HSIs) can provide rich spectral–spatial information that has been
widely utilized in many fields, such as national defense, mineralogy, and agriculture. Most of …

[HTML][HTML] PolyBuilding: Polygon transformer for building extraction

Y Hu, Z Wang, Z Huang, Y Liu - ISPRS Journal of Photogrammetry and …, 2023 - Elsevier
We present PolyBuilding, a polygon Transformer for building extraction. PolyBuilding direct
predicts vector representation of buildings from remote sensing images. It builds upon an …

HiSup: Accurate polygonal mapping of buildings in satellite imagery with hierarchical supervision

B Xu, J Xu, N Xue, GS Xia - ISPRS Journal of Photogrammetry and Remote …, 2023 - Elsevier
This paper studies the problem of the polygonal mapping of buildings by tackling the issue
of mask reversibility, which leads to a notable performance gap between the predicted …

A Review of Building Extraction from Remote Sensing Imagery: Geometrical Structures and Semantic Attributes

Q Li, L Mou, Y Sun, Y Hua, Y Shi… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
In the remote sensing community, extracting buildings from remote sensing imagery has
triggered great interest. While many studies have been conducted, a comprehensive review …

Generating BIM model from structural and architectural plans using Artificial Intelligence

M Urbieta, M Urbieta, T Laborde, G Villarreal… - Journal of Building …, 2023 - Elsevier
Over the last few decades, building development has been recorded using hand-made
blueprints before CAD tools appeared and later with digital building plans. As a …

[HTML][HTML] China Building Rooftop Area: the first multi-annual (2016–2021) and high-resolution (2.5 m) building rooftop area dataset in China derived with super …

Z Liu, H Tang, L Feng, S Lyu - Earth System Science Data, 2023 - essd.copernicus.org
Large-scale and multi-annual maps of building rooftop area (BRA) are crucial for addressing
policy decisions and sustainable development. In addition, as a fine-grained indicator of …

When vectorization meets change detection

Y Yan, J Yue, J Lin, Z Guo, Y Fang, Z Li… - … on Geoscience and …, 2023 - ieeexplore.ieee.org
In long-term Earth observation, change detection (CD) is a crucial and intricate task with
applications spanning diverse fields, including land resource planning and natural disaster …