Information Fusion, Journal Year: 2024, Volume and Issue: unknown, P. 102830 - 102830
Published: Dec. 1, 2024
Language: Английский
Information Fusion, Journal Year: 2024, Volume and Issue: unknown, P. 102830 - 102830
Published: Dec. 1, 2024
Language: Английский
IEEE Transactions on Geoscience and Remote Sensing, Journal Year: 2025, Volume and Issue: 63, P. 1 - 14
Published: Jan. 1, 2025
Language: Английский
Citations
2Science Bulletin, Journal Year: 2025, Volume and Issue: unknown
Published: Jan. 1, 2025
Language: Английский
Citations
0Scientific Data, Journal Year: 2025, Volume and Issue: 12(1)
Published: March 12, 2025
Rapidly acquiring three-dimensional (3D) building data, including geometric attributes like rooftop, height and orientations, as well indicative function, quality, age, is essential for accurate urban analysis, simulations, policy updates. Current datasets suffer from incomplete coverage of multi-attributes. This paper presents the first national-scale Multi-Attribute Building dataset (CMAB) with artificial intelligence, covering 3,667 spatial cities, 31 million buildings, 23.6 billion m² rooftops an F1-Score 89.93% in OCRNet-based extraction, totaling 363 m³ stock. We trained bootstrap aggregated XGBoost models city administrative classifications, incorporating morphology, location, function features. Using multi-source billions remote sensing images 60 street view (SVIs), we generated height, structure, style, quality each machine learning large multimodal models. Accuracy was validated through model benchmarks, existing similar products, manual SVI validation, mostly above 80%. Our results are crucial global SDGs planning.
Language: Английский
Citations
0Building and Environment, Journal Year: 2025, Volume and Issue: unknown, P. 112928 - 112928
Published: April 1, 2025
Language: Английский
Citations
0Remote Sensing in Earth Systems Sciences, Journal Year: 2024, Volume and Issue: unknown
Published: Dec. 19, 2024
Language: Английский
Citations
0Remote Sensing of Environment, Journal Year: 2024, Volume and Issue: 318, P. 114573 - 114573
Published: Dec. 23, 2024
Language: Английский
Citations
0Information Fusion, Journal Year: 2024, Volume and Issue: unknown, P. 102830 - 102830
Published: Dec. 1, 2024
Language: Английский
Citations
0