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 251260 of 6092 papers

TitleStatusHype
Video-Enhanced Offline Reinforcement Learning: A Model-Based Approach0
Balancing Progress and Safety: A Novel Risk-Aware Objective for RL in Autonomous Driving0
Priority-Driven Safe Model Predictive Control Approach to Autonomous Driving Applications0
Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving0
What Do People Want to Know About Artificial Intelligence (AI)? The Importance of Answering End-User Questions to Explain Autonomous Vehicle (AV) DecisionsCode0
Closing the Loop: Motion Prediction Models beyond Open-Loop BenchmarksCode0
3D Scene Generation: A SurveyCode4
PADriver: Towards Personalized Autonomous Driving0
Multi-Objective Reinforcement Learning for Adaptive Personalized Autonomous Driving0
X-Driver: Explainable Autonomous Driving with Vision-Language Models0
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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