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 18811890 of 6092 papers

TitleStatusHype
INTENT: Trajectory Prediction Framework with Intention-Guided Contrastive Clustering0
Geometry-Constrained Monocular Scale Estimation Using Semantic Segmentation for Dynamic Scenes0
Enhancing Autonomous Driving Safety with Collision Scenario Integration0
Trajectory Prediction for Autonomous Driving: Progress, Limitations, and Future Directions0
L2RDaS: Synthesizing 4D Radar Tensors for Model Generalization via Dataset Expansion0
RGB-Thermal Infrared Fusion for Robust Depth Estimation in Complex Environments0
DriveGen: Towards Infinite Diverse Traffic Scenarios with Large Models0
Out-of-Distribution Segmentation in Autonomous Driving: Problems and State of the Art0
TS-CGNet: Temporal-Spatial Fusion Meets Centerline-Guided Diffusion for BEV MappingCode0
Federated Learning for Privacy-Preserving Feedforward Control in Multi-Agent SystemsCode0
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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