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 30013010 of 6092 papers

TitleStatusHype
Deep Reinforcement Learning-Aided RAN Slicing Enforcement for B5G Latency Sensitive Services0
JiSAM: Alleviate Labeling Burden and Corner Case Problems in Autonomous Driving via Minimal Real-World Data0
JFP: Joint Future Prediction with Interactive Multi-Agent Modeling for Autonomous Driving0
Deep Reinforcement Learning, a textbook0
Autonomous driving of trucks in off-road environment0
Layered Interpretation of Street View Images0
JarvisIR: Elevating Autonomous Driving Perception with Intelligent Image Restoration0
Adversarial Rain Attack and Defensive Deraining for DNN Perception0
It's All Around You: Range-Guided Cylindrical Network for 3D Object Detection0
ITPNet: Towards Instantaneous Trajectory Prediction for 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