Benchmarking and Improving Bird's Eye View Perception Robustness in Autonomous Driving

Overview

RoboBEV benchmarks BEV perception across camera corruptions and sensor failures. The study compares multiple tasks and models, analyzing pretraining, temporal information and a CLIP-based enhancement for out-of-distribution robustness.