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 47714780 of 6092 papers

TitleStatusHype
Learning Stixel-based Instance Segmentation0
Neighbor-Vote: Improving Monocular 3D Object Detection through Neighbor Distance VotingCode0
Bayesian Nonparametric Modelling for Model-Free Reinforcement Learning in LTE-LAA and Wi-Fi Coexistence0
Coarse-to-fine Semantic Localization with HD Map for Autonomous Driving in Structural Scenes0
Pedestrian Emergence Estimation and Occlusion-Aware Risk Assessment for Urban Autonomous Driving0
On Robustness of Lane Detection Models to Physical-World Adversarial Attacks in Autonomous Driving0
Attention-based Adversarial Appearance Learning of Augmented Pedestrians0
4C: A Computation, Communication, and Control Co-Design Framework for CAVs0
Deep auxiliary learning for visual localization using colorization task0
Mutual-GAN: Towards Unsupervised Cross-Weather Adaptation with Mutual Information Constraint0
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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