3 papers
cs.CV2026
HP-UniIF: Hierarchical Prompt Learning for Unified Image Fusion
Xingxin Xu, Siqi Zhao, Xin Li +3
General image fusion seeks to integrate complementary information from multiple source images, yet real-world applications often require a single system to support heterogeneous fu…
cs.CV2026
A2DINOv3: Rethinking Multi-Modal Object Detection via Socialized Collaboration
Jiekang Feng, Zhihe Fan, Yunqi Zhu +5
Multi-modal object detection is essential for robust scene understanding in challenging conditions, including low-light and adverse environments. Recent vision foundation models (e…
cs.CV2026
Rethinking Air-Ground Collaboration: A Progressive Cross-Task Benchmark and Socialized Learning Framework
Zhoupeng Guo, Yunqi Zhu, Zhihe Fan +6
Air-ground collaborative perception is crucial for robust visual understanding in real-world dynamic environments. However, existing studies typically formulate collaboration as si…