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 11911200 of 6092 papers

TitleStatusHype
MMLF: Multi-modal Multi-class Late Fusion for Object Detection with Uncertainty Estimation0
AdvDiffuser: Generating Adversarial Safety-Critical Driving Scenarios via Guided Diffusion0
AdaShadow: Responsive Test-time Model Adaptation in Non-stationary Mobile Environments0
Are We Ready for Real-Time LiDAR Semantic Segmentation in Autonomous Driving?0
RGM: Reconstructing High-fidelity 3D Car Assets with Relightable 3D-GS Generative Model from a Single Image0
3D Vision-Language Gaussian Splatting0
HeightFormer: A Semantic Alignment Monocular 3D Object Detection Method from Roadside Perspective0
Learning responsibility allocations for multi-agent interactions: A differentiable optimization approach with control barrier functions0
Learning Content-Aware Multi-Modal Joint Input Pruning via Bird's-Eye-View Representation0
Progressive Multi-Modal Fusion for Robust 3D Object Detection0
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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