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 32313240 of 6092 papers

TitleStatusHype
Automated Lane Change Behavior Prediction and Environmental Perception Based on SLAM Technology0
Automated Lane Change Decision Making using Deep Reinforcement Learning in Dynamic and Uncertain Highway Environment0
Automated Lane Change Strategy using Proximal Policy Optimization-based Deep Reinforcement Learning0
Automated Parking Planning with Vision-Based BEV Approach0
Automated Scientific Discovery: From Equation Discovery to Autonomous Discovery Systems0
Formal Certification Methods for Automated Vehicle Safety Assessment0
Automatically Learning Fallback Strategies with Model-Free Reinforcement Learning in Safety-Critical Driving Scenarios0
Automatic Building and Labeling of HD Maps with Deep Learning0
Automatic Curriculum Learning for Driving Scenarios: Towards Robust and Efficient Reinforcement Learning0
Automatic Discovery and Assessment of Interpretable Systematic Errors in Semantic Segmentation0
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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