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 13611370 of 6092 papers

TitleStatusHype
Deep Learning for 3D Point Clouds: A SurveyCode1
DeepReach: A Deep Learning Approach to High-Dimensional ReachabilityCode1
Agent-X: Evaluating Deep Multimodal Reasoning in Vision-Centric Agentic TasksCode1
Human-compatible driving partners through data-regularized self-play reinforcement learningCode1
HVDetFusion: A Simple and Robust Camera-Radar Fusion FrameworkCode1
SensorX2car: Sensors-to-car calibration for autonomous driving in road scenariosCode1
HypLiLoc: Towards Effective LiDAR Pose Regression with Hyperbolic FusionCode1
Hydra-NeXt: Robust Closed-Loop Driving with Open-Loop TrainingCode1
Sequential Place Learning: Heuristic-Free High-Performance Long-Term Place RecognitionCode1
PANet: LiDAR Panoptic Segmentation with Sparse Instance Proposal and AggregationCode1
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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