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 17811790 of 6092 papers

TitleStatusHype
TopoLogic: An Interpretable Pipeline for Lane Topology Reasoning on Driving ScenesCode2
Autonomous Algorithm for Training Autonomous Vehicles with Minimal Human Intervention0
TS40K: a 3D Point Cloud Dataset of Rural Terrain and Electrical Transmission System0
Traffic Scenario Logic: A Spatial-Temporal Logic for Modeling and Reasoning of Urban Traffic ScenariosCode0
HighwayLLM: Decision-Making and Navigation in Highway Driving with RL-Informed Language Model0
RadarOcc: Robust 3D Occupancy Prediction with 4D Imaging RadarCode2
Task-agnostic Decision Transformer for Multi-type Agent Control with Federated Split Training0
ChatScene: Knowledge-Enabled Safety-Critical Scenario Generation for Autonomous VehiclesCode2
System Safety Monitoring of Learned Components Using Temporal Metric Forecasting0
Enhancing Interaction Modeling with Agent Selection and Physical Coefficient for Trajectory Prediction0
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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