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 20912100 of 6092 papers

TitleStatusHype
Embodied Understanding of Driving ScenariosCode3
LitSim: A Conflict-aware Policy for Long-term Interactive Traffic Simulation0
Towards learning-based planning:The nuPlan benchmark for real-world autonomous driving0
Generalizing Cooperative Eco-driving via Multi-residual Task Learning0
Fooling Neural Networks for Motion Forecasting via Adversarial Attacks0
Levels of AI Agents: from Rules to Large Language Models0
Multi-Object Tracking with Camera-LiDAR Fusion for Autonomous Driving0
Learning Adversarial MDPs with Stochastic Hard Constraints0
3D Object Visibility Prediction in Autonomous Driving0
Multi-task Learning for Real-time Autonomous Driving Leveraging Task-adaptive Attention Generator0
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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