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 17311740 of 6092 papers

TitleStatusHype
Driverseat: Crowdstrapping Learning Tasks for Autonomous Driving0
DriverGym: Democratising Reinforcement Learning for Autonomous Driving0
Driver Assistance System Based on Multimodal Data Hazard Detection0
Analyzing and Mitigating Bias for Vulnerable Classes: Towards Balanced Representation in Dataset0
3D Can Be Explored In 2D: Pseudo-Label Generation for LiDAR Point Clouds Using Sensor-Intensity-Based 2D Semantic Segmentation0
Binary DAD-Net: Binarized Driveable Area Detection Network for Autonomous Driving0
DRoPE: Directional Rotary Position Embedding for Efficient Agent Interaction Modeling0
Motion Prediction Performance Analysis for Autonomous Driving Systems and the Effects of Tracking Noise0
End-to-end Uncertainty-based Mitigation of Adversarial Attacks to Automated Lane Centering0
Driver2vec: Driver Identification from Automotive Data0
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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