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 30513060 of 6092 papers

TitleStatusHype
An Efficient Semi-Automated Scheme for Infrastructure LiDAR Annotation0
An Efficient Transformer for Simultaneous Learning of BEV and Lane Representations in 3D Lane Detection0
An Embarrassingly Pragmatic Introduction to Vision-based Autonomous Robots0
An Empirical Evaluation of Deep Learning on Highway Driving0
An Empirical Study of Adder Neural Networks for Object Detection0
An Empirical Study of Pseudo-Labeling for Image-based 3D Object Detection0
An Empirical Study of the Generalization Ability of Lidar 3D Object Detectors to Unseen Domains0
An Empirical Study of Training State-of-the-Art LiDAR Segmentation Models0
An Empirical Study of Uncertainty Estimation Techniques for Detecting Drift in Data Streams0
An End-to-End Framework of Road User Detection, Tracking, and Prediction from Monocular Images0
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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