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 39914000 of 6092 papers

TitleStatusHype
Leveraging Road Area Semantic Segmentation with Auxiliary Steering Task0
Cognitive Level-k Meta-Learning for Safe and Pedestrian-Aware Autonomous Driving0
Distribution-aware Goal Prediction and Conformant Model-based Planning for Safe Autonomous Driving0
Neural Enhanced Belief Propagation for Multiobject TrackingCode0
JFP: Joint Future Prediction with Interactive Multi-Agent Modeling for Autonomous Driving0
DETR4D: Direct Multi-View 3D Object Detection with Sparse Attention0
HUM3DIL: Semi-supervised Multi-modal 3D Human Pose Estimation for Autonomous Driving0
Interpretable ML for Imbalanced DataCode0
MAELi: Masked Autoencoder for Large-Scale LiDAR Point Clouds0
One-Shot Domain Adaptive and Generalizable Semantic Segmentation with Class-Aware Cross-Domain Transformers0
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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