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Xuanhan Zhu

2 accepted papers

2026

One Model to Translate Them All: Universal Any-to-Any Translation for Heterogeneous Collaborative Perception

ICML 2026poster

By sharing intermediate features, collaborative perception extends each agent's sensing beyond standalone limits, but real-world feature modality heterogeneity remains a key barrier to effective fusion. Most existing methods, including direct adaption and protocol-based transforma-tion, typically re…

Cited by 0SourceScholar
2025

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception

CVPR 2025poster

Collaborative perception in autonomous driving significantly enhances the perception capabilities of individual agents. Immutable heterogeneity in collaborative perception, where agents have different and fixed perception networks, presents a major challenge due to the semantic gap in their exchange…