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 36913700 of 6092 papers

TitleStatusHype
RLAD: Reinforcement Learning from Pixels for Autonomous Driving in Urban Environments0
A Learning-based Nonlinear Model Predictive Controller for a Real Go-Kart based on Black-box Dynamics Modeling through Gaussian Processes0
On the Importance of Backbone to the Adversarial Robustness of Object DetectorsCode0
Selective Communication for Cooperative Perception in End-to-End Autonomous Driving0
Language-Guided 3D Object Detection in Point Cloud for Autonomous Driving0
Comparison of Pedestrian Prediction Models from Trajectory and Appearance Data for Autonomous Driving0
CUEING: a lightweight model to Capture hUman attEntion In driviNG0
Semantic Segmentation by Semantic Proportions0
KARNet: Kalman Filter Augmented Recurrent Neural Network for Learning World Models in Autonomous Driving Tasks0
Polarimetric Imaging for Perception0
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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