Author

Hui-Min Ma

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Jul 2026

Decoupling Cross-Modality Manifold Discrepancy: Leveraging Visible Diffusion Priors for Infrared Super-Resolution

A dual-path diffusion-based framework for IISR with a Global Representation Modulation module to extract modality-specific information from infrared imagery and guide the global distribution of the diffusion model toward the ground truth is proposed.

Yunpeng Hua, Hongwei Yu, Jiawei Li et al. · arXiv.org · 0 citations

Preprint Aug 2026

PoseAdapter: Dual-Stream 2.5D Controllable Image Generation for Complex Multi-Object Scenes

PoseAdapter, a lightweight framework for high-fidelity 2.5D controllable image generation, and a Context-Aware Dual-Stream Representation, to resolve the generative trade-off between strict instance isolation and global coherence.

Yu-Feng Chi, Hui-Min Ma, Fan Gao et al. · 0 citations