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RepVF: A Unified Vector Fields Representation for Multi-task 3D Perception

RepVF: A Unified Vector Fields Representation for Multi-task 3D Perception

Concurrent processing of multiple autonomous driving 3D perception tasks within the same spatiotemporal scene poses a significant challenge, in particular due to the computational inefficiencies and feature competition between tasks when using traditional multi-task learning approaches. This paper addresses these issues by proposing a novel unified representation, RepVF, which harmonizes …