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Buildings, as fundamental man-made structures in urban environments, serve as crucial indicators for understanding various city function zones. Rapid urbanization has raised an urgent need for efficiently surveying building footprints and…

Computer Vision and Pattern Recognition · Computer Science 2024-05-09 Zhuohong Li , Wei He , Jiepan Li , Hongyan Zhang

In this work, we propose a geometry-aware semi-supervised framework for fine-grained building function recognition, utilizing geometric relationships among multi-source data to enhance pseudo-label accuracy in semi-supervised learning,…

Computer Vision and Pattern Recognition · Computer Science 2024-09-10 Weijia Li , Jinhua Yu , Dairong Chen , Yi Lin , Runmin Dong , Xiang Zhang , Conghui He , Haohuan Fu

Forecasting urban phenomena such as housing prices and public health indicators requires the effective integration of various geospatial data. Current methods primarily utilize task-specific models, while recent foundation models for…

Machine Learning · Computer Science 2025-10-16 Dominik J. Mühlematter , Lin Che , Ye Hong , Martin Raubal , Nina Wiedemann

Urban Building Exteriors are increasingly important in urban analytics, driven by advancements in Street View Imagery and its integration with urban research. Multimodal Large Language Models (LLMs) offer powerful tools for urban…

Artificial Intelligence · Computer Science 2025-03-10 Zongrong Li , Yunlei Su , Hongrong Wang , Wufan Zhao

Urban region function recognition plays a vital character in monitoring and managing the limited urban areas. Since urban functions are complex and full of social-economic properties, simply using remote sensing~(RS) images equipped with…

Computer Vision and Pattern Recognition · Computer Science 2022-07-19 Wenjia Xu , Jiuniu Wang , Yirong Wu

The detection of fa\c{c}ade elements on buildings, such as doors, windows, balconies, air conditioning units, billboards, and glass curtain walls, is a critical step in automating the creation of Building Information Modeling (BIM). Yet,…

Computer Vision and Pattern Recognition · Computer Science 2025-04-08 Yangguang Chen , Tong Wang , Guanzhou Chen , Kun Zhu , Xiaoliang Tan , Jiaqi Wang , Wenchao Guo , Qing Wang , Xiaolong Luo , Xiaodong Zhang

Fine classification of city-scale buildings from satellite remote sensing imagery is a crucial research area with significant implications for urban planning, infrastructure development, and population distribution analysis. However, the…

Computer Vision and Pattern Recognition · Computer Science 2024-03-05 Zhiyi He , Wei Yao , Jie Shao , Puzuo Wang

This article presents a Unified Architecture for automated point tagging of Building Automation System data, based on a combination of data-driven approaches. Advanced energy analytics applications-including fault detection and diagnostics…

Computers and Society · Computer Science 2020-09-16 Sakshi Mishra , Andrew Glaws , Dylan Cutler , Stephen Frank , Muhammad Azam , Farzam Mohammadi , Jean-Simon Venne

The integration of machine learning techniques has become a cornerstone in the development of intelligent urban services, significantly contributing to the enhancement of urban efficiency, sustainability, and overall livability. Recent…

Computers and Society · Computer Science 2026-03-24 Weijia Zhang , Jindong Han , Zhao Xu , Hang Ni , Tengfei Lyu , Hao Liu , Hui Xiong

Accurate building segmentation and height estimation from single-view RGB satellite imagery are fundamental for urban analytics, yet remain ill-posed due to structural variability and the high computational cost of global context modeling.…

Computer Vision and Pattern Recognition · Computer Science 2026-03-10 Sinan U. Ulu , A. Enes Doruk , I. Can Yagmur , Bahadir K. Gunturk , Oguz Hanoglu , Hasan F. Ates

We introduce GlobalBuildingAtlas, a publicly available dataset providing global and complete coverage of building polygons, heights and Level of Detail 1 (LoD1) 3D building models. This is the first open dataset to offer high quality,…

Computer Vision and Pattern Recognition · Computer Science 2025-06-05 Xiao Xiang Zhu , Sining Chen , Fahong Zhang , Yilei Shi , Yuanyuan Wang

Beamforming (BF) is essential for enhancing system capacity in fifth generation (5G) and beyond wireless networks, yet exhaustive beam training in ultra-massive multiple-input multiple-output (MIMO) systems incurs substantial overhead. To…

Signal Processing · Electrical Eng. & Systems 2026-02-11 Yanliang Jin , Yunfan Li , Jiang Jun , Yuan Gao , Shengli Liu , Jianbo Du , Zhaohui Yang , Shugong Xu

While informal settlements lack focused development and are highly dynamic, the quality of spatial data for these places may be uncertain. This study evaluates the quality and biases of AI-generated Open Building Datasets (OBDs) generated…

Databases · Computer Science 2025-08-19 Franz Okyere , Meng Lu , Ansgar Brunn

In this paper, we introduce a new building dataset and propose a novel domain generalization method to facilitate the development of building extraction from high-resolution remote sensing images. The problem with the current building…

Computer Vision and Pattern Recognition · Computer Science 2022-10-18 Muying Luo , Shunping Ji , Shiqing Wei

FaaS allows an application to be decomposed into functions that are executed on a FaaS platform. The FaaS platform is responsible for the resource provisioning of the functions. Recently, there is a growing trend towards the execution of…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-07-22 Mohak Chadha , Anshul Jindal , Michael Gerndt

Regulations corroborate the importance of retrofitting existing building stocks or constructing new energy efficient district. There is, thus, a need for modeling tools to evaluate energy scenarios to better manage and design cities, and…

Computers and Society · Computer Science 2021-03-03 Martina Ferrando , Francesco Causone , Tianzhen Hong , Yixing Chen

Fine urban change segmentation using multi-temporal remote sensing images is essential for understanding human-environment interactions in urban areas. Although there have been advances in high-quality land cover datasets that reveal the…

Computer Vision and Pattern Recognition · Computer Science 2024-06-10 Shuai Yuan , Guancong Lin , Lixian Zhang , Runmin Dong , Jinxiao Zhang , Shuang Chen , Juepeng Zheng , Jie Wang , Haohuan Fu

This study leverages GPT-4o to assess neighbourhood housing quality using multi-source textural user-generated content (UGC) from Dianping, Weibo, and the Government Message Board. The analysis involves filtering relevant texts, extracting…

Computers and Society · Computer Science 2025-08-26 Qiyuan Hong , Huimin Zhao , Ying Long

Fine-grained urban flow inference is crucial for urban planning and intelligent transportation systems, enabling precise traffic management and resource allocation. However, the practical deployment of existing methods is hindered by two…

Artificial Intelligence · Computer Science 2025-11-11 Yuanshao Zhu , Xiangyu Zhao , Zijian Zhang , Xuetao Wei , James Jianqiao Yu

Mapping with uncertainty representation is required in many research domains, especially for localization. Although there are many investigations regarding the uncertainty of the pose estimation of an ego-robot with map information, the…

Robotics · Computer Science 2023-08-30 Qianqian Zou , Claus Brenner , Monika Sester
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