4 papers
MARCUS: Missing-Aware Region Representation with Contextual Urban Signals for Rent Prediction
Chenya Huang, Bin Liang, Zhidong Li +4
Multimodal urban data has expanded the applications of urban region representation learning, such as functional zone identification and real estate appraisal, but also introduces c…
Transferring Physical Priors into Remote Sensing Segmentation via Large Language Models
Yuxi Lu, Kunqi Li, Zhidong Li +4
Semantic segmentation of remote sensing imagery is fundamental to Earth observation. Achieving accurate results requires integrating not only optical images but also physical varia…
Remote Sensing-Oriented World Model
Yuxi Lu, Biao Wu, Zhidong Li +7
World models have shown potential in artificial intelligence by predicting and reasoning about world states beyond direct observations. However, existing approaches are predominant…
Multimodal Machine Learning for Real Estate Appraisal: A Comprehensive Survey
Chenya Huang, Zhidong Li, Fang Chen +1
Real estate appraisal has undergone a significant transition from manual to automated valuation and is entering a new phase of evolution. Leveraging comprehensive attention to vari…