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 22112220 of 6092 papers

TitleStatusHype
CAT-Det: Contrastively Augmented Transformer for Multi-modal 3D Object Detection0
CASPNet++: Joint Multi-Agent Motion Prediction0
A Point-Based Approach to Efficient LiDAR Multi-Task Perception0
Estimation of Appearance and Occupancy Information in Birds Eye View from Surround Monocular Images0
CASPFormer: Trajectory Prediction from BEV Images with Deformable Attention0
Estimating Uncertainty For Vehicle Motion Prediction on Yandex Shifts Dataset0
Case Studies for Computing Density of Reachable States for Safe Autonomous Motion Planning0
ADD: An Automatic Desensitization Fisheye Dataset for Autonomous Driving0
Estimating counterfactual treatment outcomes over time in complex multiagent scenarios0
ESP: Extro-Spective Prediction for Long-term Behavior Reasoning in Emergency Scenarios0
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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