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 31513160 of 6092 papers

TitleStatusHype
Safe, Multi-Agent, Reinforcement Learning for Autonomous Driving0
Safe Neural Control for Non-Affine Control Systems with Differentiable Control Barrier Functions0
SafePath: Conformal Prediction for Safe LLM-Based Autonomous Navigation0
Safe POMDP Online Planning via Shielding0
Safer Autonomous Driving in a Stochastic, Partially-Observable Environment by Hierarchical Contingency Planning0
Safe Reach Set Computation via Neural Barrier Certificates0
Safe Real-World Autonomous Driving by Learning to Predict and Plan with a Mixture of Experts0
Safe Reinforcement Learning for Autonomous Vehicles through Parallel Constrained Policy Optimization0
Safe Reinforcement Learning with Probabilistic Control Barrier Functions for Ramp Merging0
SAfER: Layer-Level Sensitivity Assessment for Efficient and Robust Neural Network Inference0
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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