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 42114220 of 6092 papers

TitleStatusHype
A Fine-Grained Dataset and its Efficient Semantic Segmentation for Unstructured Driving Scenarios0
A First Physical-World Trajectory Prediction Attack via LiDAR-induced Deceptions in Autonomous Driving0
A Framework for a Capability-driven Evaluation of Scenario Understanding for Multimodal Large Language Models in Autonomous Driving0
A Framework for Learning Scoring Rules in Autonomous Driving Planning Systems0
A Framework for Uncertainty Quantification Based on Nearest Neighbors Across Layers0
A Game-Theoretic Model of Human Driving and Application to Discretionary Lane-Changes0
A Generalized Multi-Modal Fusion Detection Framework0
A General Neural Network Hardware Architecture on FPGA0
A General Pipeline for 3D Detection of Vehicles0
A Generic Approach to Integrating Time into Spatial-Temporal Forecasting via Conditional Neural Fields0
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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