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Qiao Lin

3 accepted papers

2025

RCP-Bench: Benchmarking Robustness for Collaborative Perception Under Diverse Corruptions

CVPR 2025poster

Collaborative perception enhances single-vehicle perception by integrating sensory data from multiple connected vehicles. However, existing studies often assume ideal conditions, overlooking resilience to real-world challenges such as adverse weather and sensor malfunctions, which is critical for sa…

2025

ReasonPlan: Unified Scene Prediction and Decision Reasoning for Closed-loop Autonomous Driving

CoRL 2025poster

Due to the powerful vision-language reasoning and generalization abilities, multimodal large language models (MLLMs) have garnered significant attention in the field of end-to-end (E2E) autonomous driving. However, their application to closed-loop systems remains underexplored, and current MLLM-base…

Cited by 0SourcecodeScholar
2025

UncAD: Towards Safe End-to-end Autonomous Driving via Online Map Uncertainty

ICRA 2025

End-to-end autonomous driving aims to produce planning trajectories from raw sensors directly. Currently, most approaches integrate perception, prediction, and planning modules into a fully differentiable network, promising great scalability. However, these methods typically rely on deterministic mo

Cited by 14SourcecodeScholar