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cs.CV2026
SIGNPOST-Bench: Benchmarking Text-Vision Conflict Resolution in Multimodal Large Language Models
Sirun Li, Minghao Liu, Ling Dai +4
Multimodal large language models (MLLMs) make grounded predictions in real-world scenes by combining visual and textual cues, yet existing benchmarks rarely reveal how they arbitra…
cs.CV2026
Geo-Embed: Towards Unified Multimodal Embeddings for Urban Understanding
Jiapeng Li, Yong Li, Junjie Zhou +2
Geospatial and urban applications increasingly require models to compare heterogeneous evidence across street-view imagery, remote-sensing observations, text descriptions, region p…
cs.CV2025★ 3 cited
Learning Street View Representations with Spatiotemporal Contrast
Yong Li, Yingjing Huang, Gengchen Mai +1
Street view imagery is extensively utilized in representation learning for urban visual environments, supporting various sustainable development tasks such as environmental percept…