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 43614370 of 6092 papers

TitleStatusHype
Classification of Time-Series Data Using Boosted Decision TreesCode0
Motion Planning for Autonomous Vehicles in the Presence of Uncertainty Using Reinforcement Learning0
How To Not Drive: Learning Driving Constraints from Demonstration0
Emergency Vehicles Audio Detection and Localization in Autonomous Driving0
Unsupervised Domain Adaptation for LiDAR Panoptic Segmentation0
Transferability Estimation for Semantic Segmentation Task0
Calibration Regularized Training of Deep Neural Networks using Kernel Density Estimation0
Scene Transformer: A unified architecture for predicting future trajectories of multiple agents0
Fight fire with fire: countering bad shortcuts in imitation learning with good shortcuts0
Joint Self-Supervised Learning for Vision-based Reinforcement Learning0
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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