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 46814690 of 6092 papers

TitleStatusHype
Towards Generalized and Incremental Few-Shot Object Detection0
Benchmarking Lane-changing Decision-making for Deep Reinforcement Learning0
Survey on Semantic Stereo Matching / Semantic Depth Estimation0
A Distance-based Anomaly Detection Framework for Deep Reinforcement Learning0
Anomaly Detection in Radar Data Using PointNets0
Stochastic MPC with Multi-modal Predictions for Traffic Intersections0
ACReL: Adversarial Conditional value-at-risk Reinforcement Learning0
Generalized dynamic cognitive hierarchy models for strategic driving behavior0
Carl-Lead: Lidar-based End-to-End Autonomous Driving with Contrastive Deep Reinforcement Learning0
METEOR:A Dense, Heterogeneous, and Unstructured Traffic Dataset With Rare Behaviors0
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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