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 161170 of 6092 papers

TitleStatusHype
HGSFusion: Radar-Camera Fusion with Hybrid Generation and Synchronization for 3D Object DetectionCode2
GEM: A Generalizable Ego-Vision Multimodal World Model for Fine-Grained Ego-Motion, Object Dynamics, and Scene Composition ControlCode2
GaussianWorld: Gaussian World Model for Streaming 3D Occupancy PredictionCode2
GaussianAD: Gaussian-Centric End-to-End Autonomous DrivingCode2
Doe-1: Closed-Loop Autonomous Driving with Large World ModelCode2
DrivingRecon: Large 4D Gaussian Reconstruction Model For Autonomous DrivingCode2
GPD-1: Generative Pre-training for DrivingCode2
DriveMM: All-in-One Large Multimodal Model for Autonomous DrivingCode2
Driv3R: Learning Dense 4D Reconstruction for Autonomous DrivingCode2
Stag-1: Towards Realistic 4D Driving Simulation with Video Generation ModelCode2
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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