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 20112020 of 6092 papers

TitleStatusHype
SynFog: A Photo-realistic Synthetic Fog Dataset based on End-to-end Imaging Simulation for Advancing Real-World Defogging in Autonomous Driving0
Producing and Leveraging Online Map Uncertainty in Trajectory PredictionCode3
ProIn: Learning to Predict Trajectory Based on Progressive Interactions for Autonomous Driving0
SYNAPSE: SYmbolic Neural-Aided Preference Synthesis Engine0
RCBEVDet: Radar-camera Fusion in Bird's Eye View for 3D Object DetectionCode3
Impact of Video Compression Artifacts on Fisheye Camera Visual Perception Tasks0
TwinLiteNetPlus: A Stronger Model for Real-time Drivable Area and Lane SegmentationCode2
PVALane: Prior-Guided 3D Lane Detection with View-Agnostic Feature Alignment0
Self-Supervised Multi-Frame Neural Scene Flow0
Are NeRFs ready for autonomous driving? Towards closing the real-to-simulation gap0
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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