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Fang-Li Guan

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Open access Aug 2026

Dense soccer video captioning with global context and player position awareness

The results suggest that global temporal context and explicit player-position cues are useful for generating more detailed soccer commentaries, while also revealing remaining trade-offs in precise timestamp localization.

Chen-Yi Xu, Yi-Hao Wu, Li-Qi Yan et al. · 0 citations
Open access Sep 2026

CogSent: Cognition-Driven Multimodal Sentiment Analysis Through Fast–Slow Thinking

This work proposes an image-text multimodal sentiment analysis framework (CogSent) grounded in the psychological Dual-System Theory and introduces an Intuition-Guided Cognition Refinement module that uses System-I-inspired intuitive representations as affective priors to retrieve and refine System-II-inspired contextua...

Guo-Guo Ye, Qi-Qi Chen, Li-Qi Yan et al. · 0 citations
Jul 2026

SCALPEL: Semantic Cross-modal Alignment via LLM-Powered Encoder Learning for Medical Vision-Language Representation

Vision-language pre-training (VLP) serves as a cornerstone for medical multimodal representation learning. However, existing medical VLP frameworks are often constrained by the limited context windows and shallow representational capacities of lightweight text encoders when processing lengthy, terminology-dense clinica...

Yu Fu, En-Yu Bao, Xiangyu Shen et al. · 0 citations
Jul 2026

Towards Dual-Brain Minimal Sufficient Representation for Vision-Language Navigation

Results indicate that minimally sufficient world representations provide an effective foundation for robust VLN, and propose BrainNav, a navigation framework grounded in the Principle of Minimal Sufficiency.

Yi-Hao Wu, Chen-Yi Xu, Li-Qi Yan et al. · 0 citations

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