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 551560 of 6092 papers

TitleStatusHype
TransParking: A Dual-Decoder Transformer Framework with Soft Localization for End-to-End Automatic Parking0
Secure On-Device Video OOD Detection Without BackpropagationCode1
Learning to Drive by Imitating Surrounding Vehicles0
Object-Centric World Model for Language-Guided Manipulation0
Advancing Autonomous Vehicle Intelligence: Deep Learning and Multimodal LLM for Traffic Sign Recognition and Robust Lane Detection0
DriveTransformer: Unified Transformer for Scalable End-to-End Autonomous DrivingCode2
FastMap: Fast Queries Initialization Based Vectorized HD Map Reconstruction FrameworkCode1
GoalFlow: Goal-Driven Flow Matching for Multimodal Trajectories Generation in End-to-End Autonomous DrivingCode3
A Hybrid Approach for Extending Automotive Radar Operation to NLOS Urban Scenarios0
Discrete Contrastive Learning for Diffusion Policies in Autonomous Driving0
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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