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 36613670 of 6092 papers

TitleStatusHype
Self-Interpretable Time Series Prediction with Counterfactual Explanations0
A Dynamic Feature Interaction Framework for Multi-task Visual Perception0
An Efficient Transformer for Simultaneous Learning of BEV and Lane Representations in 3D Lane Detection0
4D Millimeter-Wave Radar in Autonomous Driving: A Survey0
ICON^2: Reliably Benchmarking Predictive Inequity in Object Detection0
NeMO: Neural Map Growing System for Spatiotemporal Fusion in Bird's-Eye-View and BDD-Map Benchmark0
Bridging the Gap Between Multi-Step and One-Shot Trajectory Prediction via Self-Supervision0
Boosting Offline Reinforcement Learning with Action Preference Query0
SDR-GAIN: A High Real-Time Occluded Pedestrian Pose Completion Method for Autonomous Driving0
X-Align++: cross-modal cross-view alignment for Bird's-eye-view segmentation0
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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