Author

Jun-Jie Huang

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Preprint Aug 2026

MODAL: Multi-Modal Object Re-ID via Model-Driven Sparse Decoupling and Text-Image Differential Filtering

Multi-modal object re-identification (Re-ID) aims to facilitate cross-camera object retrieval in complex environments by leveraging complementary information from visual (e.g., RGB, NIR, TIR) and textual modalities. However, existing approaches often lack principled feature disentanglement and coherent multi-modal inte...

Cheng Huang, Jun-Jie Huang, Long Lan et al. · 0 citations

Aug 2026

Self-Refining Spherical Consensus Embedding for Constrained Multi-View Clustering.

Constrained multi-view clustering aims to integrate external prior knowledge and complementary information from multiple views to enhance clustering performance. However, existing approaches typically employ Euclidean distance to learn view-specific and consensus embeddings, which often fail to capture the intrinsic ge...

Jun Wang, Zhenglai Li, Chuan Tang et al. · IEEE Transactions on Pattern... · 0 citations