SOTAVerified

CARLA longest6

longest6 is an evaluation benchmark for sensorimotor autonomous driving methods using the CARLA 0.9.10.1 simulator. It consists of 36 long routes in the publicly available Town 01-06 which, are populated with the maximum traffic density. The benchmark tests level 4 driving capabilities, methods are therefore allowed to train with data from the evaluation towns. Evaluation metrics follow the standard metrics from the CARLA leaderboard 1.0, except that stop sign infractions are not considered.

Papers

Showing 1115 of 15 papers

TitleStatusHype
InteractionNet: Joint Planning and Prediction for Autonomous Driving with TransformersCode1
NEAT: Neural Attention Fields for End-to-End Autonomous DrivingCode1
Trajectory-guided Control Prediction for End-to-end Autonomous Driving: A Simple yet Strong BaselineCode1
DriveGPT4-V2: Harnessing Large Language Model Capabilities for Enhanced Closed-Loop Autonomous Driving0
Using Diffusion Ensembles to Estimate Uncertainty for End-to-End Autonomous Driving0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DiffE2EDriving Score83Unverified
2TransFuser++ WP (TF++WP)Driving Score73Unverified
3DriveAdapter+TCPDriving Score71Unverified
4DriveGPT4-V2Driving Score70Unverified
5EnDfuser + safety-ruleDriving Score70Unverified
6TransFuser++ (TF++)Driving Score69Unverified
7ThinkTwiceDriving Score67Unverified
8DriveAdapterDriving Score59Unverified
9Coaching a Teachable Student (CaT)Driving Score58Unverified
10Perception PlanTDriving Score58Unverified