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 35113520 of 6092 papers

TitleStatusHype
A Benchmark for Out of Distribution Detection in Point Cloud 3D Semantic Segmentation0
RaLiBEV: Radar and LiDAR BEV Fusion Learning for Anchor Box Free Object Detection Systems0
Deep Learning based Computer Vision Methods for Complex Traffic Environments Perception: A Review0
SOTIF Entropy: Online SOTIF Risk Quantification and Mitigation for Autonomous DrivingCode1
Estimation of Appearance and Occupancy Information in Birds Eye View from Surround Monocular Images0
Normalization Perturbation: A Simple Domain Generalization Method for Real-World Domain Shifts0
RITA: Boost Driving Simulators with Realistic Interactive Traffic Flow0
PeSOTIF: a Challenging Visual Dataset for Perception SOTIF Problems in Long-tail Traffic ScenariosCode1
Safe Real-World Autonomous Driving by Learning to Predict and Plan with a Mixture of Experts0
An Empirical Bayes Analysis of Object Trajectory Representation ModelsCode0
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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