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 15611570 of 6092 papers

TitleStatusHype
Echo Planning for Autonomous Driving: From Current Observations to Future Trajectories and Back0
DriveX: Omni Scene Modeling for Learning Generalizable World Knowledge in Autonomous Driving0
ProphetDWM: A Driving World Model for Rolling Out Future Actions and Videos0
RQR3D: Reparametrizing the regression targets for BEV-based 3D object detection0
FutureSightDrive: Thinking Visually with Spatio-Temporal CoT for Autonomous Driving0
Plan-R1: Safe and Feasible Trajectory Planning as Language Modeling0
InstructPart: Task-Oriented Part Segmentation with Instruction Reasoning0
CrashAgent: Crash Scenario Generation via Multi-modal Reasoning0
Integrating Counterfactual Simulations with Language Models for Explaining Multi-Agent Behaviour0
Clip4Retrofit: Enabling Real-Time Image Labeling on Edge Devices via Cross-Architecture CLIP Distillation0
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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