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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 1–15 of 15 papers

TitleStatusHype
Using Diffusion Ensembles to Estimate Uncertainty for End-to-End Autonomous Driving—0
CaRL: Learning Scalable Planning Policies with Simple RewardsCode2
DriveGPT4-V2: Harnessing Large Language Model Capabilities for Enhanced Closed-Loop Autonomous Driving—0
InteractionNet: Joint Planning and Prediction for Autonomous Driving with TransformersCode1
DriveAdapter: Breaking the Coupling Barrier of Perception and Planning in End-to-End Autonomous DrivingCode2
Coaching a Teachable StudentCode1
Hidden Biases of End-to-End Driving ModelsCode2
Think Twice before Driving: Towards Scalable Decoders for End-to-End Autonomous DrivingCode2
PlanT: Explainable Planning Transformers via Object-Level RepresentationsCode2
Safety-Enhanced Autonomous Driving Using Interpretable Sensor Fusion TransformerCode2
Trajectory-guided Control Prediction for End-to-end Autonomous Driving: A Simple yet Strong BaselineCode1
TransFuser: Imitation with Transformer-Based Sensor Fusion for Autonomous DrivingCode3
Learning from All VehiclesCode2
NEAT: Neural Attention Fields for End-to-End Autonomous DrivingCode1
Learning to drive from a world on railsCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DiffE2EDriving Score83—Unverified
2TransFuser++ WP (TF++WP)Driving Score73—Unverified
3DriveAdapter+TCPDriving Score71—Unverified
4DriveGPT4-V2Driving Score70—Unverified
5EnDfuser + safety-ruleDriving Score70—Unverified
6TransFuser++ (TF++)Driving Score69—Unverified
7ThinkTwiceDriving Score67—Unverified
8DriveAdapterDriving Score59—Unverified
9Coaching a Teachable Student (CaT)Driving Score58—Unverified
10Perception PlanTDriving Score58—Unverified