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 48764900 of 6092 papers

TitleStatusHype
Preprocessing Methods of Lane Detection and Tracking for Autonomous Driving0
Occlusion Guided Self-supervised Scene Flow Estimation on 3D Point CloudsCode0
RaidaR: A Rich Annotated Image Dataset of Rainy Street Scenes0
Smart and Secure CAV Networks Empowered by AI-Enabled Blockchain: The Next Frontier for Intelligent Safe Driving Assessment0
A Bayesian Approach to Reinforcement Learning of Vision-Based Vehicular ControlCode0
TRiPOD: Human Trajectory and Pose Dynamics Forecasting in the Wild0
Enhancing Object Detection for Autonomous Driving by Optimizing Anchor Generation and Addressing Class ImbalanceCode0
Few-Shot Meta-Learning on Point Cloud for Semantic Segmentation0
Latent Space Regularization for Unsupervised Domain Adaptation in Semantic SegmentationCode0
Deep Learning-Based Autonomous Driving Systems: A Survey of Attacks and Defenses0
Deep ensembles based on Stochastic Activation Selection for Polyp Segmentation0
Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey0
Autonomous Driving Data Chain & Interfaces0
Improved and efficient inter-vehicle distance estimation using road gradients of both ego and target vehicles0
Perspective, Survey and Trends: Public Driving Datasets and Toolsets for Autonomous Driving Virtual Test0
The Compact Support Neural Network0
Hierarchical Road Topology Learning for Urban Map-less Driving0
Full Surround Monodepth from Multiple Cameras0
Repopulating Street Scenes0
DynOcc: Learning Single-View Depth from Dynamic Occlusion Cues0
DeepWORD: A GCN-based Approach for Owner-Member Relationship Detection in Autonomous Driving0
Large Scale Autonomous Driving Scenarios Clustering with Self-supervised Feature Extraction0
3D-MAN: 3D Multi-frame Attention Network for Object Detection0
Multi-modal Trajectory Prediction for Autonomous Driving with Semantic Map and Dynamic Graph Attention Network0
Distributionally Robust Trajectory Optimization Under Uncertain Dynamics via Relative Entropy Trust-Regions0
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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