Author

Xinjie Yao

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Preprint Aug 2026

UniDiffFusion: A Unified Diffusion Framework for Multi-Task and Degradation-Robust Image Fusion

General image fusion aims to integrate complementary information from multiple source images, but existing methods often rely on task-specific models and struggle to maintain robust performance under diverse degradation conditions. In this paper, we propose UniDiffFusion, a unified diffusion framework for multi-task an...

Xing-Xin Xu, Si-Qi Zhao, Xin Li et al. · 0 citations

#computer vision Preprint Aug 2026

A2DINOv3: Rethinking Multi-Modal Object Detection via Socialized Collaboration

This work revisits multi-modal fusion from the perspective of socialized learning and proposes adapter to DINOv3 (A2DINOv3), a multi-expert collaboration framework with a Socialized Collaboration Protocol (SCP), where RGB and infrared branches are modeled as heterogeneous experts that independently preserve their speci...

Jiekang Feng, Zhi-He Fan, Yun-Qi Zhu et al. · 0 citations