DEEP LEARNING BASED ROOF TYPE CLASSIFICATION USING VERY HIGH RESOLUTION AERIAL IMAGERY

16 citations as recorded by crossref.

1. RANSAC-based multi primitive building reconstruction from 3D point clouds Z. Li & J. Shan https://doi.org/10.1016/j.isprsjprs.2021.12.012
2. Urban‑scale feasibility assessment of green roofs on existing buildings using remote sensing, AI, and non‑destructive testing P. Khatiwada et al. https://doi.org/10.1016/j.scsadv.2026.100033
3. Generating photorealistic urban digital twins with Occlusion-Aware texture mapping M. Büyükdemircioğlu & S. Oude Elberink https://doi.org/10.1016/j.jag.2025.105002
4. Ming and Qing Dynasty Official-Style Architecture Roof Types Classification Based on the 3D Point Cloud Y. Dong et al. https://doi.org/10.3390/ijgi10100650
5. Large-Scale LoD2 Building Modeling using Deep Multimodal Feature Fusion F. Soleimani Vostikolaei & S. Jabari https://doi.org/10.1080/07038992.2023.2236243
6. Building Detection from SkySat Images with Transfer Learning: a Case Study over Ankara K. Sawa et al. https://doi.org/10.1007/s41064-024-00279-x
7. Enhancing Urban Understanding Through Fine-Grained Segmentation of Very-High-Resolution Aerial Imagery U. Raman Kumar et al. https://doi.org/10.3390/rs17101771
8. Mapping housing stock characteristics from drone images for climate resilience in the Caribbean I. Tingzon et al. https://doi.org/10.1017/eds.2024.46
9. Field based spectra acquisition of roof materials: an application of field spectroradiometry and remote sensing in Colombia N. Nieto Valencia et al. https://doi.org/10.1007/s12518-026-00700-7
10. Reconstruction of LoD-2 Building Models Guided by Façade Structures from Oblique Photogrammetric Point Cloud F. Wang et al. https://doi.org/10.3390/rs15020400
11. Roof type classification with innovative machine learning approaches N. Ölçer et al. https://doi.org/10.7717/peerj-cs.1217
12. A Novel Deep Learning Based Classification of Building Roof Types Using Point Cloud Data M. Yildirim & F. Karsli https://doi.org/10.1007/s12524-024-01986-z
13. Vision foundation model–driven roofing classification from UAV orthophotomaps with object-based feature classifier Y. Chung & C. Fan https://doi.org/10.1016/j.measurement.2026.121798
14. Deep Learning with Semantic Segmentation Approach for Building Rooftop Mapping in Urban Irregular Housing Complexes E. Irwansyah et al. https://doi.org/10.48084/etasr.9670
15. Reconstructing missing data of damaged buildings from post-hurricane reconnaissance data using XGBoost H. Yang et al. https://doi.org/10.3389/fbuil.2024.1444001
16. Remote sensing of roof materials: a review on methods, artificial intelligence and knowledge gaps N. Nieto-Valencia et al. https://doi.org/10.15446/dyna.v93n241.121933