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 31513200 of 6092 papers

TitleStatusHype
A Study on Quantifying Sim2Real Image Gap in Autonomous Driving Simulations Using Lane Segmentation Attention Map Similarity0
A Study on Unsupervised Domain Adaptation for Semantic Segmentation in the Era of Vision-Language Models0
A Superalignment Framework in Autonomous Driving with Large Language Models0
A Survey for Foundation Models in Autonomous Driving0
A Survey of Attacks on Large Language Models0
A Survey of Conventional and Artificial Intelligence / Learning based Resource Allocation and Interference Mitigation Schemes in D2D Enabled Networks0
A Survey of Deep Learning-based Object Detection0
A Survey of Deep Learning Based Radar and Vision Fusion for 3D Object Detection in Autonomous Driving0
A Survey of Deep Learning Techniques for Autonomous Driving0
A Survey of Deep Reinforcement Learning Algorithms for Motion Planning and Control of Autonomous Vehicles0
A Survey of End-to-End Driving: Architectures and Training Methods0
A Survey of Explainable AI and Proposal for a Discipline of Explanation Engineering0
A Survey of Imitation Learning: Algorithms, Recent Developments, and Challenges0
A Survey of Interactive Generative Video0
A Survey of Multi-sensor Fusion Perception for Embodied AI: Background, Methods, Challenges and Prospects0
A survey of Object Classification and Detection based on 2D/3D data0
A Survey of Reinforcement Learning-Based Motion Planning for Autonomous Driving: Lessons Learned from a Driving Task Perspective0
A Survey of Representation Learning, Optimization Strategies, and Applications for Omnidirectional Vision0
A Survey of Robust 3D Object Detection Methods in Point Clouds0
Choose Your Simulator Wisely: A Review on Open-source Simulators for Autonomous Driving0
A Survey of Trojan Attacks and Defenses to Deep Neural Networks0
A Survey of Vision Transformers in Autonomous Driving: Current Trends and Future Directions0
A Survey on Adversarial Robustness of LiDAR-based Machine Learning Perception in Autonomous Vehicles0
A Survey on Approximate Edge AI for Energy Efficient Autonomous Driving Services0
A Survey on Context-Aware Multi-Agent Systems: Techniques, Challenges and Future Directions0
A survey on deep learning approaches for data integration in autonomous driving system0
A Survey on Deep Learning-based Spatio-temporal Action Detection0
A Survey on Deep Learning Techniques for Stereo-based Depth Estimation0
A Survey on Deep Learning Techniques for Action Anticipation0
A Survey on Intermediate Fusion Methods for Collaborative Perception Categorized by Real World Challenges0
A Survey on Interpretability in Visual Recognition0
A Survey on Interpretable Reinforcement Learning0
A Survey on Open-Set Image Recognition0
A Survey on Reinforcement Learning Security with Application to Autonomous Driving0
A Survey on Semantic Communications in Internet of Vehicles0
A Survey on Uncertainty Quantification Methods for Deep Learning0
A Survey on Video Analytics in Cloud-Edge-Terminal Collaborative Systems0
A Survey on Visual Map Localization Using LiDARs and Cameras0
Self-Aligning Depth-regularized Radiance Fields for Asynchronous RGB-D Sequences0
A Systematic Comparison of Deep Learning Architectures in an Autonomous Vehicle0
A Systematic Study of Multi-Agent Deep Reinforcement Learning for Safe and Robust Autonomous Highway Ramp Entry0
A Tale of Two Cities: Data and Configuration Variances in Robust Deep Learning0
A Theoretical-Empirical Approach to Estimating Sample Complexity of DNNs0
A Threefold Review on Deep Semantic Segmentation: Efficiency-oriented, Temporal and Depth-aware design0
A Transparency Paradox? Investigating the Impact of Explanation Specificity and Autonomous Vehicle Perceptual Inaccuracies on Passengers0
ATSO: Asynchronous Teacher-Student Optimization for Semi-Supervised Medical Image Segmentation0
Attack End-to-End Autonomous Driving through Module-Wise Noise0
Attacking Motion Planners Using Adversarial Perception Errors0
Attacks and Faults Injection in Self-Driving Agents on the Carla Simulator -- Experience Report0
Attention-aware Social Graph Transformer Networks for Stochastic 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