RAPID: A Reproducible Multi-Agent Pipeline for Interpretable Disaster Damage Assessment from Satellite and Street-View Imagery

Yifan Yang, Wenying Gong, Kai Zhang, Lei Zou, Zhe Tu, Haiyang Li, Zongrong Li, Xinyue Ye

Accepted to ACM SIGSPATIAL 2026 2026

[Paper]

GIScholarBench: Benchmarking LLM Overconfidence in GIS Research

Zongrong Li, Meixu Yang, Lei Zou^#, Hongxu Ma, Heng Tian, Shuyu Zhou, Wenying Gong, Kai Zhang, Binbin Chen, Ming Zhang, Yifan Yang (^# corresponding author)

Submitted to ACM SIGSPATIAL 2026 2026

[Paper]

Seeing Green from Indoors in 3D: How Built Environment and Vegetation Shape Window-Level Nature Exposure

Zongrong Li, Lei Zou^#, Jiwon Seo, Meixu Yang, Yifan Yang (^# corresponding author)

Under review, Landscape and Urban Planning 2026

Benchmark Evaluation of Large Language Models for Human versus AI Perception on Urban Environment through Street View Images

Siqin Wang^#, Zhuo Wang, Xiao Huang, Lei Liu, Zhenlong Shi, Zongrong Li (^# corresponding author)

Under review, Landscape and Urban Planning 2025

The Geography of Insufficient Sleep in the Contiguous United States (CONUS)

Meixu Yang, Lei Zou^#, Hongxu Ma, Zongrong Li, Wenwen Li (^# corresponding author)

Preprint, EarthArXiv 2025

[Paper]

Bridging Street View Coverage Disparities through Geographic Style-Preserving Generation from Satellite View

Zongrong Li, Fan Zhang, Shaoqiong Dai^#, Wufan Zhao^# (^# corresponding author)

ISPRS Journal of Photogrammetry and Remote Sensing, 236, 622-639, 2026

[Paper] [Code]

ViT-Based Attention Mechanism Uncovers Disparities in Urban Economic Landscapes Across Cities

Zongrong Li, Jinyi Wang, Junhao Xu, Bingchen Li, Siqin Wang^# (^# corresponding author)

Ongoing 2025

Integrating Earth Observation Data Into the Tri-environmental Evaluation of the Economic Cost of Natural Disasters: A Case Study of 2025 LA Wildfire

Zongrong Li, Haiyang Li, Yifan Yang, Siqin Wang^#, Yinxin Zhu (^# corresponding author)

International Journal of Applied Earth Observation and Geoinformation (JAG), 150, 105342, 2026

[Paper]

StreetViewLLM: Extracting Geospatial Information Using Multimodal Chain-of-Thought Large Language Models

Zongrong Li, Junhao Xu, Siqin Wang^#, Yifan Wu, Haiyang Li (^# corresponding author)

Under second round of review, International Journal of Applied Earth Observation and Geoinformation (JAG) 2025

[Paper] [Code]

Multi-source tri-environmental conceptual framework for fire impact analysis

Zongrong Li, Qiluo Li, Haiyang Li, Siqin Wang^#, Yi Qi^# (^# corresponding author)

Urban Informatics 2024

[Paper] [Code] [Story Map]