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Junfei Zhou

2 accepted papers

2025

Pragmatic Heterogeneous Collaborative Perception via Generative Communication Mechanism

NeurIPS 2025poster

Multi-agent collaboration enhances the perception capabilities of individual agents through information sharing. However, in real-world applications, differences in sensors and models across heterogeneous agents inevitably lead to domain gaps during collaboration. Existing approaches based on adapta…

Cited by 0SourcecodeScholar
2024

Abductive Ego-View Accident Video Understanding for Safe Driving Perception

CVPR 2024highlight

We present MM-AU a novel dataset for Multi-Modal Accident video Understanding. MM-AU contains 11727 in-the-wild ego-view accident videos each with temporally aligned text descriptions. We annotate over 2.23 million object boxes and 58650 pairs of video-based accident reasons covering 58 accident cat…

Cited by 12SourcePDFScholar