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 25712580 of 6092 papers

TitleStatusHype
Adapting Pre-trained 3D Models for Point Cloud Video Understanding via Cross-frame Spatio-temporal Perception0
4D Millimeter-Wave Radar in Autonomous Driving: A Survey0
Driving by the Rules: A Benchmark for Integrating Traffic Sign Regulations into Vectorized HD Map0
Driving behavior recognition via self-discovery learning0
DriveX: Omni Scene Modeling for Learning Generalizable World Knowledge in Autonomous Driving0
DriveWorld: 4D Pre-trained Scene Understanding via World Models for Autonomous Driving0
Beyond One Model Fits All: Ensemble Deep Learning for Autonomous Vehicles0
Analyzing the Variety Loss in the Context of Probabilistic Trajectory Prediction0
DriveVLM: The Convergence of Autonomous Driving and Large Vision-Language Models0
DriveTrack: A Benchmark for Long-Range Point Tracking in Real-World Videos0
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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