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 40014010 of 6092 papers

TitleStatusHype
Particle-Based Score Estimation for State Space Model Learning in Autonomous Driving0
Classification of Distraction Levels Using Hybrid Deep Neural Networks From EEG Signals0
IMAGINE: An Integrated Model of Artificial Intelligence-Mediated Communication Effects0
A Survey on Reinforcement Learning Security with Application to Autonomous Driving0
Evaluating Model-free Reinforcement Learning toward Safety-critical Tasks0
Ego Vehicle Speed Estimation using 3D Convolution with Masked Attention0
Multi-Sem Fusion: Multimodal Semantic Fusion for 3D Object Detection0
SemanticBEVFusion: Rethink LiDAR-Camera Fusion in Unified Bird's-Eye View Representation for 3D Object Detection0
Cross-Domain Synthetic-to-Real In-the-Wild Depth and Normal Estimation for 3D Scene Understanding0
Reinforcement Learning for Predicting Traffic Accidents0
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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