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 40914100 of 6092 papers

TitleStatusHype
Depth Monocular Estimation with Attention-based Encoder-Decoder Network from Single Image0
BoundED: Neural Boundary and Edge Detection in 3D Point Clouds via Local Neighborhood Statistics0
IDD-3D: Indian Driving Dataset for 3D Unstructured Road ScenesCode0
Continual Vision-based Reinforcement Learning with Group Symmetries0
Augmentation by Counterfactual Explanation -- Fixing an Overconfident Classifier0
Learning Preferences for Interactive AutonomyCode0
Integrated Decision and Control for High-Level Automated Vehicles by Mixed Policy Gradient and Its Experiment Verification0
Understanding Key Point Cloud Features for Development Three-dimensional Adversarial Attacks0
Exiting the Simulation: The Road to Robust and Resilient Autonomous Vehicles at Scale0
Emerging Threats in Deep Learning-Based Autonomous Driving: A Comprehensive Survey0
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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