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 30913100 of 6092 papers

TitleStatusHype
APE: An Open and Shared Annotated Dataset for Learning Urban Pedestrian Path Networks0
A Pedestrian Detection and Tracking Framework for Autonomous Cars: Efficient Fusion of Camera and LiDAR Data0
A Point-Based Approach to Efficient LiDAR Multi-Task Perception0
ApolloCar3D: A Large 3D Car Instance Understanding Benchmark for Autonomous Driving0
ApolloRL: a Reinforcement Learning Platform for Autonomous Driving0
Application of Multimodal Large Language Models in Autonomous Driving0
Application of Tensorized Neural Networks for Cloud Classification0
Application of Vision-Language Model to Pedestrians Behavior and Scene Understanding in Autonomous Driving0
Application of YOLOv8 in monocular downward multiple Car Target detection0
Why Autonomous Vehicles Are Not Ready Yet: A Multi-Disciplinary Review of Problems, Attempted Solutions, and Future Directions0
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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