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 19711980 of 6092 papers

TitleStatusHype
Vision-Integrated LLMs for Autonomous Driving Assistance : Human Performance Comparison and Trust Evaluation0
Optimized Unet with Attention Mechanism for Multi-Scale Semantic Segmentation0
Safeguarding connected autonomous vehicle communication: Protocols, intra- and inter-vehicular attacks and defenses0
Advanced Object Detection and Pose Estimation with Hybrid Task Cascade and High-Resolution Networks0
Robust Autonomy Emerges from Self-Play0
Label Anything: An Interpretable, High-Fidelity and Prompt-Free Annotator0
Driver Assistance System Based on Multimodal Data Hazard Detection0
DILLEMA: Diffusion and Large Language Models for Multi-Modal AugmentationCode0
MapFusion: A Novel BEV Feature Fusion Network for Multi-modal Map Construction0
Anytime Incremental ρPOMDP Planning in Continuous Spaces0
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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