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 15711580 of 6092 papers

TitleStatusHype
Exploring the Causality of End-to-End Autonomous DrivingCode2
Accelerating Online Mapping and Behavior Prediction via Direct BEV Feature AttentionCode2
Enhanced Safety in Autonomous Driving: Integrating Latent State Diffusion Model for End-to-End Navigation0
Boosting 3D Object Detection with Semantic-Aware Multi-Branch Framework0
PerLDiff: Controllable Street View Synthesis Using Perspective-Layout Diffusion ModelsCode2
RHRSegNet: Relighting High-Resolution Night-Time Semantic Segmentation0
Enhancing Vision-Language Models with Scene Graphs for Traffic Accident Understanding0
GenFollower: Enhancing Car-Following Prediction with Large Language Models0
4D Contrastive Superflows are Dense 3D Representation LearnersCode2
BEVWorld: A Multimodal World Model for Autonomous Driving via Unified BEV Latent SpaceCode2
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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