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 25212530 of 6092 papers

TitleStatusHype
Diffusion Models for Safety Validation of Autonomous Driving Systems0
Imitation with Spatial-Temporal Heatmap: 2nd Place Solution for NuPlan Challenge0
Data Quality in Edge Machine Learning: A State-of-the-Art Survey0
Data Games: A Game-Theoretic Approach to Swarm Robotic Data Collection0
Augmented Reality based Simulated Data (ARSim) with multi-view consistency for AV perception networks0
Data Fusion of Semantic and Depth Information in the Context of Object Detection0
Data-efficient Deep Reinforcement Learning for Vehicle Trajectory Control0
Augmented Intelligence in Smart Intersections: Local Digital Twins-Assisted Hybrid Autonomous Driving0
A General Pipeline for 3D Detection of Vehicles0
Data-driven Traffic Simulation: A Comprehensive Review0
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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