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 17111720 of 6092 papers

TitleStatusHype
AD-H: Autonomous Driving with Hierarchical AgentsCode0
Exploring Real World Map Change Generalization of Prior-Informed HD Map Prediction Models0
S2-Track: A Simple yet Strong Approach for End-to-End 3D Multi-Object Tracking0
Decoupling of neural network calibration measures0
Radar Spectra-Language Model for Automotive Scene Parsing0
Extending Structural Causal Models for Autonomous Vehicles to Simplify Temporal System Construction & Enable Dynamic Interactions Between AgentsCode0
REvolve: Reward Evolution with Large Language Models using Human Feedback0
Unleashing Generalization of End-to-End Autonomous Driving with Controllable Long Video Generation0
Sensitivity-Informed Augmentation for Robust Segmentation0
Validity Learning on Failures: Mitigating the Distribution Shift in Autonomous Vehicle Planning0
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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