Author

Xubin Feng

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Open access Sep 2026

HDPF: Hierarchical Dual-Perspective Collaborative Modeling for Multimodal Image Fusion

Different imaging modalities exhibit inherent discrepancies in intensity characteristics and information representation, resulting in pronounced heterogeneity among multimodal features. When these heterogeneous features are directly learned and fused within a unified representation space, feature coupling may arise, le...

Zhi-Xiang Zhang, Qiang Tang, Zhong Zhang et al. · Applied Informatics · 0 citations

Open access Aug 2026

A Hybrid Prior-Based Framework for Infrared Image Enhancement Towards Reliable Scene Interpretation

A Hybrid Prior Enhanced Decomposition (HPED) model is proposed, a training-free, model-driven framework that incorporates structural and luminance priors into a multi-stage enhancement pipeline, outperforming all competing methods and suggesting potential applicability in downstream machine perception tasks such as det...

Jie Li, Cheng Wang, Xiang-Yu Li et al. · Remote Sensing · 0 citations