Author

Zhong-Zhi He

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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

Open access Jul 2026

Anchor-Guided Discriminative Semantic Expansion for Point-Supervised Video Moment Localization

An anchor-guided discriminative semantic expansion framework that treats the annotated point as a reliable semantic anchor, learns anchor-centered cross-modal alignment to generate a temporal relevance curve, and adaptively expands the anchor into a coherent target moment by integrating query relevance and temporal sem...

Zhao-Liang Zhou, Longqiang Pang, Zhen Li et al. · Electronics · 0 citations