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 39413950 of 6092 papers

TitleStatusHype
Traffic Context Aware Data Augmentation for Rare Object Detection in Autonomous Driving0
Analysis of Diffractive Neural Networks for Seeing Through Random Diffusers0
HDGT: Heterogeneous Driving Graph Transformer for Multi-Agent Trajectory Prediction via Scene EncodingCode1
ONCE-3DLanes: Building Monocular 3D Lane DetectionCode2
Depth Estimation with Simplified Transformer0
TJ4DRadSet: A 4D Radar Dataset for Autonomous DrivingCode2
Rotationally Equivariant 3D Object Detection0
Control-Aware Prediction Objectives for Autonomous Driving0
Dataset for Robust and Accurate Leading Vehicle Velocity Recognition0
Defending Person Detection Against Adversarial Patch Attack by using Universal Defensive Frame0
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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