Browse Publications Technical Papers EPR2023017
2023-08-15

Multi-agent Collaborative Perception for Autonomous Driving: Unsettled Aspects EPR2023017

This report delves into the field of multi-agent collaborative perception (MCP) for autonomous driving: an area that remains unresolved. Current single-agent perception systems suffer from limitations, such as occlusion and sparse sensor observation at a far distance.
Multi-agent Collaborative Perception for Autonomous Driving: Unsettled Aspects addresses three unsettled topics that demand immediate attention:
  • Establishing normative communication protocols to facilitate seamless information sharing among vehicles
  • Defining collaboration strategies, including identifying specific collaboration projects, partners, and content, as well as establishing the integration mechanism
  • Collecting sufficient data for MCP model training, including capturing diverse modal data and labeling various downstream tasks as accurately as possible

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