Author

Rui Zhu

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Open access Jul 2026

AUCH-Net: Action Unit-Based Consistency-Aware Hypergraph Network for Cross-Domain Few-Shot Facial Expression Recognition

A novel Action Unit-based Consistency-aware Hypergraph Network (AUCH-Net), which constructs consistency-aware hypergraphs on AUs, for CF-FER and can bridge the gap between fine-grained facial variations and high-level expression categories, greatly facilitating the learning of transferable feature representations.

Xin-Han Qiu, Yan Yan, Rui Zhu et al. · IEEE transactions on multime... · 0 citations

Conference Open access Sep 2026

CoDA: Co-adaptive Dual-path Alignment for Vision-Language Models

In CoDA, a new adaptation framework that explicitly disentangles and coordinates cross-modal semantic alignment and intra-modal structural consistency is proposed, and it is shown that CoDA outperforms state-of-the-art parameter-efficient methods, particularly under few-shot learning and distribution-shift scenarios.

Yi Zhang, Rui Zhu, Chan-Ni Li et al. · Proceedings of the Thirty-Fi... · 0 citations