SOTAVerified

Autonomous Driving

Autonomous driving is the task of driving a vehicle without human conduction.

Many of the state-of-the-art results can be found at more general task pages such as 3D Object Detection and Semantic Segmentation.

(Image credit: Exploring the Limitations of Behavior Cloning for Autonomous Driving)

Papers

Showing 121130 of 6092 papers

TitleStatusHype
Chain-of-Thought for Autonomous Driving: A Comprehensive Survey and Future ProspectsCode2
TopoPoint: Enhance Topology Reasoning via Endpoint Detection in Autonomous DrivingCode2
Extremely Simple Multimodal Outlier Synthesis for Out-of-Distribution Detection and SegmentationCode2
iPad: Iterative Proposal-centric End-to-End Autonomous DrivingCode2
Neurosymbolic Diffusion ModelsCode2
LightEMMA: Lightweight End-to-End Multimodal Model for Autonomous DrivingCode2
CaRL: Learning Scalable Planning Policies with Simple RewardsCode2
LangCoop: Collaborative Driving with LanguageCode2
Enhancing Autonomous Driving Systems with On-Board Deployed Large Language ModelsCode2
LandMarkSystem Technical ReportCode2
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ReasonNetDriving Score79.95Unverified
2InterFuserDriving Score76.18Unverified
3TCPDriving Score75.14Unverified
4TF++ WPDriving Score66.32Unverified
5Learning From All Vehicles (LAV)Driving Score61.85Unverified
6TransFuserDriving Score61.18Unverified
7TransFuser (Reproduced)Driving Score55.04Unverified
8TCP (Reproduced)Driving Score47.91Unverified
9Latent TransFuserDriving Score45.2Unverified
10GRIADDriving Score36.79Unverified
#ModelMetricClaimedVerifiedStatus
1Geometric FusionRC69.17Unverified
2TransFuserRC56.36Unverified
#ModelMetricClaimedVerifiedStatus
1Geometric FusionRC86.91Unverified
2TransFuserRC78.41Unverified