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 32513275 of 6092 papers

TitleStatusHype
Physics-Informed Representation and Learning: Control and Risk QuantificationCode0
Improving Environment Robustness of Deep Reinforcement Learning Approaches for Autonomous Racing Using Bayesian Optimization-based Curriculum LearningCode0
Fractional Deep Reinforcement Learning for Age-Minimal Mobile Edge Computing0
DriveTrack: A Benchmark for Long-Range Point Tracking in Real-World Videos0
SlowTrack: Increasing the Latency of Camera-based Perception in Autonomous Driving Using Adversarial Examples0
Neurosymbolic Value-Inspired AI (Why, What, and How)0
Embodied Laser Attack:Leveraging Scene Priors to Achieve Agent-based Robust Non-contact Attacks0
NeuroFlow: Development of lightweight and efficient model integration scheduling strategy for autonomous driving system0
Constrained Meta-Reinforcement Learning for Adaptable Safety Guarantee with Differentiable Convex ProgrammingCode0
Instance-aware Multi-Camera 3D Object Detection with Structural Priors Mining and Self-Boosting Learning0
Training of Neural Networks with Uncertain Data: A Mixture of Experts Approach0
MWSIS: Multimodal Weakly Supervised Instance Segmentation with 2D Box Annotations for Autonomous DrivingCode0
Autonomous driving of trucks in off-road environment0
Interpretable Long Term Waypoint-Based Trajectory Prediction Model0
Attribute Annotation and Bias Evaluation in Visual Datasets for Autonomous DrivingCode0
Spatiotemporal Event Graphs for Dynamic Scene Understanding0
Evaluation of Large Language Models for Decision Making in Autonomous Driving0
Recent Advances in Deterministic Human Motion Prediction: A Review0
Scalable Decentralized Cooperative Platoon using Multi-Agent Deep Reinforcement Learning0
GenDepth: Generalizing Monocular Depth Estimation for Arbitrary Camera Parameters via Ground Plane Embedding0
Beyond One Model Fits All: Ensemble Deep Learning for Autonomous Vehicles0
Dynamic Adversarial Attacks on Autonomous Driving SystemsCode0
Prospective Role of Foundation Models in Advancing Autonomous Vehicles0
Deep Dynamics: Vehicle Dynamics Modeling with a Physics-Constrained Neural Network for Autonomous Racing0
Natural-language-driven Simulation Benchmark and Copilot for Efficient Production of Object Interactions in Virtual Road Scenes0
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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