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Yun-Qi Zhu

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#computer vision Preprint Aug 2026

A2DINOv3: Rethinking Multi-Modal Object Detection via Socialized Collaboration

Multi-modal object detection is essential for robust scene understanding in challenging conditions, including low-light and adverse environments. Recent vision foundation models (e.g., DINOv3) have exhibited strong representation capabilities, yet adapting them to multi-modal scenarios remains challenging. Existing den...

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

Preprint Aug 2026

Socialized Division and Collaboration: Rethinking Class-Incremental Learning under Optimization Conflicts

This work proposes Socialized Division and Collaboration as a reformulation of continual learning that decomposes session learning across specialized models in response to optimization conflicts, while enabling coordinated collaboration and introduces an energy-based session-model compatibility criterion grounded in He...

Xinjie Yao, Zhihe Fan, Yunqi Zhu et al. · 0 citations