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 24412450 of 6092 papers

TitleStatusHype
DeepHunter: Hunting Deep Neural Network Defects via Coverage-Guided Fuzzing0
DeepGuard: A Framework for Safeguarding Autonomous Driving Systems from Inconsistent Behavior0
Automated Lane Change Decision Making using Deep Reinforcement Learning in Dynamic and Uncertain Highway Environment0
Deep Grid Net (DGN): A Deep Learning System for Real-Time Driving Context Understanding0
DeepFusion: Lidar-Camera Deep Fusion for Multi-Modal 3D Object Detection0
Automated Lane Change Behavior Prediction and Environmental Perception Based on SLAM Technology0
Using Language and Road Manuals to Inform Map Reconstruction for Autonomous Driving0
Deep Event-based Object Detection in Autonomous Driving: A Survey0
Automated Evaluation of Semantic Segmentation Robustness for Autonomous Driving0
Deep Evaluation Metric: Learning to Evaluate Simulated Radar Point Clouds for Virtual Testing of 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