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 30413050 of 6092 papers

TitleStatusHype
Risk-Aware Autonomous Driving with Linear Temporal Logic Specifications0
Risk-Aware Real-Time Task Allocation for Stochastic Multi-Agent Systems under STL Specifications0
Risk-aware Safe Control for Decentralized Multi-agent Systems via Dynamic Responsibility Allocation0
Risk-Aware Vehicle Trajectory Prediction Under Safety-Critical Scenarios0
Risk-Constrained Interactive Safety under Behavior Uncertainty for Autonomous Driving0
Risk Measurement, Risk Entropy, and Autonomous Driving Risk Modeling0
Risk of Stochastic Systems for Temporal Logic Specifications0
Provably Efficient Risk-Sensitive Reinforcement Learning: Iterated CVaR and Worst Path0
RITA: Boost Driving Simulators with Realistic Interactive Traffic Flow0
RLAD: Reinforcement Learning from Pixels for Autonomous Driving in Urban Environments0
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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