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 31763200 of 6092 papers

TitleStatusHype
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