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 361370 of 6092 papers

TitleStatusHype
BEVWorld: A Multimodal World Model for Autonomous Driving via Unified BEV Latent SpaceCode2
Multi-Space Alignments Towards Universal LiDAR SegmentationCode2
Enhancing 3D Lane Detection and Topology Reasoning with 2D Lane PriorsCode2
Enhancing Autonomous Driving Systems with On-Board Deployed Large Language ModelsCode2
Neurosymbolic Diffusion ModelsCode2
nuScenes: A multimodal dataset for autonomous drivingCode2
Diffusion-ES: Gradient-free Planning with Diffusion for Autonomous Driving and Zero-Shot Instruction FollowingCode2
OccDepth: A Depth-Aware Method for 3D Semantic Scene CompletionCode2
OccFusion: Multi-Sensor Fusion Framework for 3D Semantic Occupancy PredictionCode2
End-to-End Vectorized HD-map Construction with Piecewise Bezier CurveCode2
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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