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 56765700 of 6092 papers

TitleStatusHype
How Do You Act? An Empirical Study to Understand Behavior of Deep Reinforcement Learning Agents0
How far should self-driving cars see? Effect of observation range on vehicle self-localization0
How Much Depth Information can Radar Contribute to a Depth Estimation Model?0
How Much More Data Do I Need? Estimating Requirements for Downstream Tasks0
How Secure Are Large Language Models (LLMs) for Navigation in Urban Environments?0
How to Build a Curb Dataset with LiDAR Data for Autonomous Driving0
How to Build a Pre-trained Multimodal model for Simultaneously Chatting and Decision-making?0
How to deal with glare for improved perception of Autonomous Vehicles0
How to Learn from Risk: Explicit Risk-Utility Reinforcement Learning for Efficient and Safe Driving Strategies0
How To Not Drive: Learning Driving Constraints from Demonstration0
How to Promote Autonomous Driving with Evolving Technology: Business Strategy and Pricing Decision0
How You Act Tells a Lot: Privacy-Leakage Attack on Deep Reinforcement Learning0
HPL-ViT: A Unified Perception Framework for Heterogeneous Parallel LiDARs in V2V0
HPRM: High-Performance Robotic Middleware for Intelligent Autonomous Systems0
HSI-Drive v2.0: More Data for New Challenges in Scene Understanding for Autonomous Driving0
Hu-Fu: Hardware and Software Collaborative Attack Framework against Neural Networks0
HUM3DIL: Semi-supervised Multi-modal 3D Human Pose Estimation for Autonomous Driving0
Human Action Recognition and Prediction: A Survey0
Human Detection from 4D Radar Data in Low-Visibility Field Conditions0
Human Insights Driven Latent Space for Different Driving Perspectives: A Unified Encoder for Efficient Multi-Task Inference0
Human-Like Autonomous Car-Following Model with Deep Reinforcement Learning0
Human-like Semantic Navigation for Autonomous Driving using Knowledge Representation and Large Language Models0
Human-Machine Collaboration for Automated Vehicles via an Intelligent Two-Phase Haptic Interface0
Human-Machine Collaboration for Smart Decision Making: Current Trends and Future Opportunities0
Human-Machine Collaborative Design for Accelerated Design of Compact Deep Neural Networks for 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