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 39914000 of 6092 papers

TitleStatusHype
End-to-end Autonomous Driving using Deep Learning: A Systematic Review0
PillarFlow: End-to-end Birds-eye-view Flow Estimation for Autonomous Driving0
End-to-End Deep Learning of Lane Detection and Path Prediction for Real-Time Autonomous Driving0
End-to-end Deep Object Tracking with Circular Loss Function for Rotated Bounding Box0
End-to-End Deep Reinforcement Learning for Lane Keeping Assist0
End-to-end Driving in High-Interaction Traffic Scenarios with Reinforcement Learning0
End-to-end driving simulation via angle branched network0
End-to-End Driving via Self-Supervised Imitation Learning Using Camera and LiDAR Data0
End-to-End Interactive Prediction and Planning with Optical Flow Distillation for Autonomous Driving0
Multi-task UNet architecture for end-to-end autonomous driving0
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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