Xinyuan Ding

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

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…