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 34813490 of 6092 papers

TitleStatusHype
FusionFormer: A Multi-sensory Fusion in Bird's-Eye-View and Temporal Consistent Transformer for 3D Object Detection0
EANet: Expert Attention Network for Online Trajectory Prediction0
Reducing the False Positive Rate Using Bayesian Inference in Autonomous Driving Perception0
Timely Fusion of Surround Radar/Lidar for Object Detection in Autonomous Driving Systems0
Video Task Decathlon: Unifying Image and Video Tasks in Autonomous Driving0
Mask2Anomaly: Mask Transformer for Universal Open-set Segmentation0
PBP: Path-based Trajectory Prediction for Autonomous Driving0
FisheyePP4AV: A privacy-preserving method for autonomous vehicles on fisheye camera imagesCode0
Safe Neural Control for Non-Affine Control Systems with Differentiable Control Barrier Functions0
Traffic Light Recognition using Convolutional Neural Networks: A Survey0
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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