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 10311040 of 6092 papers

TitleStatusHype
Understanding World or Predicting Future? A Comprehensive Survey of World Models0
Formal Simulation and Visualisation of Hybrid Programs0
A Systematic Study of Multi-Agent Deep Reinforcement Learning for Safe and Robust Autonomous Highway Ramp Entry0
Open Challenges in the Formal Verification of Autonomous Driving0
FedRAV: Hierarchically Federated Region-Learning for Traffic Object Classification of Autonomous VehiclesCode0
Model Checking for Reinforcement Learning in Autonomous Driving: One Can Do More Than You Think!0
MagicDriveDiT: High-Resolution Long Video Generation for Autonomous Driving with Adaptive Control0
A Survey on Adversarial Robustness of LiDAR-based Machine Learning Perception in Autonomous Vehicles0
WARLearn: Weather-Adaptive Representation LearningCode0
Hints of Prompt: Enhancing Visual Representation for Multimodal LLMs in Autonomous Driving0
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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