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 39113920 of 6092 papers

TitleStatusHype
Bridging the Sim2Real gap with CARE: Supervised Detection Adaptation with Conditional Alignment and Reweighting0
EVEN: An Event-Based Framework for Monocular Depth Estimation at Adverse Night Conditions0
Generalized Few-Shot 3D Object Detection of LiDAR Point Cloud for Autonomous Driving0
Domain Adaptation of Synthetic Driving Datasets for Real-World Autonomous Driving0
Explainable Action Prediction through Self-Supervision on Scene Graphs0
Uncertainty Calibration and its Application to Object DetectionCode0
State-wise Safe Reinforcement Learning: A Survey0
Developing Driving Strategies Efficiently: A Skill-Based Hierarchical Reinforcement Learning Approach0
Physics Constrained Motion Prediction with Uncertainty Quantification0
Model Monitoring and Robustness of In-Use Machine Learning Models: Quantifying Data Distribution Shifts Using Population Stability Index0
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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