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 42414250 of 6092 papers

TitleStatusHype
AI Recommendation Systems for Lane-Changing Using Adherence-Aware Reinforcement Learning0
A Joint 3D-2D based Method for Free Space Detection on Roads0
A Joint Convolutional Neural Networks and Context Transfer for Street Scenes Labeling0
A Large-Scale Car Parts (LSCP) Dataset for Lightweight Fine-Grained Detection0
A Learnable Color Correction Matrix for RAW Reconstruction0
A Learning and Masking Approach to Secure Learning0
A Learning-based Nonlinear Model Predictive Controller for a Real Go-Kart based on Black-box Dynamics Modeling through Gaussian Processes0
A Learning-Based Tune-Free Control Framework for Large Scale Autonomous Driving System Deployment0
A LiDAR Assisted Control Module with High Precision in Parking Scenarios for Autonomous Driving Vehicle0
A LiDAR Point Cloud Generator: from a Virtual World to 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