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Weifeng Xu

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Preprint Aug 2026

EVEREST:Endogenous Vision-Language Reinforcement Reasoning Exploration for Urban Socio-Semantic Segmentation

The EVEREST model, which adopts an egocentric exploration strategy that enables the model to actively investigate boundary cues and perform self-correction, achieves optimal performance on all metrics in the real world urban socio-semantic dataset, demonstrating the superiority of the model.

Qi-Xiu Li, Zhong-Zhi He, Xiang Zhu et al. · 0 citations

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