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 17611770 of 6092 papers

TitleStatusHype
BehaviorGPT: Smart Agent Simulation for Autonomous Driving with Next-Patch Prediction0
GaussianFormer: Scene as Gaussians for Vision-Based 3D Semantic Occupancy PredictionCode4
MultiOOD: Scaling Out-of-Distribution Detection for Multiple ModalitiesCode2
DiffuBox: Refining 3D Object Detection with Point DiffusionCode1
Improving 3D Occupancy Prediction through Class-balancing Loss and Multi-scale Representation0
Automatic parking planning control method based on improved A* algorithm0
Automated Parking Planning with Vision-Based BEV Approach0
Talk to Parallel LiDARs: A Human-LiDAR Interaction Method Based on 3D Visual Grounding0
3D Annotation-Free Learning by Distilling 2D Open-Vocabulary Segmentation Models for Autonomous DrivingCode1
Label-efficient Semantic Scene Completion with Scribble AnnotationsCode1
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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