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 6170 of 6092 papers

TitleStatusHype
HUGSIM: A Real-Time, Photo-Realistic and Closed-Loop Simulator for Autonomous DrivingCode3
SplatAD: Real-Time Lidar and Camera Rendering with 3D Gaussian Splatting for Autonomous DrivingCode3
MAGiC-SLAM: Multi-Agent Gaussian Globally Consistent SLAMCode3
DeSiRe-GS: 4D Street Gaussians for Static-Dynamic Decomposition and Surface Reconstruction for Urban Driving ScenesCode3
Generalizing Motion Planners with Mixture of Experts for Autonomous DrivingCode3
Agent Security Bench (ASB): Formalizing and Benchmarking Attacks and Defenses in LLM-based AgentsCode3
Does End-to-End Autonomous Driving Really Need Perception Tasks?Code3
MCTrack: A Unified 3D Multi-Object Tracking Framework for Autonomous DrivingCode3
Panacea+: Panoramic and Controllable Video Generation for Autonomous DrivingCode3
DeepInteraction++: Multi-Modality Interaction for Autonomous DrivingCode3
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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