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 30613070 of 6092 papers

TitleStatusHype
Road Grip Uncertainty Estimation Through Surface State Segmentation0
Road Obstacle Detection based on Unknown Objectness Scores0
ROAD: Responsibility-Oriented Reward Design for Reinforcement Learning in Autonomous Driving0
RoadRunner -- Learning Traversability Estimation for Autonomous Off-road Driving0
Road Segmentation for ADAS/AD Applications0
Road Segmentation on low resolution Lidar point clouds for autonomous vehicles0
Roadside Units Assisted Localized Automated Vehicle Maneuvering: An Offline Reinforcement Learning Approach0
Robust3D-CIL: Robust Class-Incremental Learning for 3D Perception0
Robust 3D Scene Segmentation through Hierarchical and Learnable Part-Fusion0
Robust and accurate depth estimation by fusing LiDAR and Stereo0
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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