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 37113720 of 6092 papers

TitleStatusHype
Deep Reinforcement Learning for Autonomous Vehicle Intersection Navigation0
Deep Reinforcement Learning for Intelligent Transportation Systems: A Survey0
DeepRoadMapper: Extracting Road Topology From Aerial Images0
Deep ROC Analysis and AUC as Balanced Average Accuracy to Improve Model Selection, Understanding and Interpretation0
Deep Surrogate Q-Learning for Autonomous Driving0
Deep Traffic Sign Detection and Recognition Without Target Domain Real Images0
Deep Transfer Learning for Intelligent Vehicle Perception: a Survey0
Deep Verifier Networks: Verification of Deep Discriminative Models with Deep Generative Models0
DeepWORD: A GCN-based Approach for Owner-Member Relationship Detection in Autonomous Driving0
Defending Person Detection Against Adversarial Patch Attack by using Universal Defensive Frame0
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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