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 33413350 of 6092 papers

TitleStatusHype
Social Occlusion Inference with Vectorized Representation for Autonomous Driving0
SODA10M: A Large-Scale 2D Self/Semi-Supervised Object Detection Dataset for Autonomous Driving0
SoDA: Multi-Object Tracking with Soft Data Association0
SoftCTRL: Soft conservative KL-control of Transformer Reinforcement Learning for Autonomous Driving0
SoildNet: Soiling Degradation Detection in Autonomous Driving0
SoilingNet: Soiling Detection on Automotive Surround-View Cameras0
SoK: On the Semantic AI Security in Autonomous Driving0
SOLVE: Synergy of Language-Vision and End-to-End Networks for Autonomous Driving0
Solving Multi-Objective MDP with Lexicographic Preference: An application to stochastic planning with multiple quantile objective0
SPARC: Prediction-Based Safe Control for Coupled Controllable and Uncontrollable Agents with Conformal Predictions0
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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