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 46514675 of 6092 papers

TitleStatusHype
Street-Map Based Validation of Semantic Segmentation in Autonomous Driving0
Deep Evaluation Metric: Learning to Evaluate Simulated Radar Point Clouds for Virtual Testing of Autonomous Driving0
Perception Entropy: A Metric for Multiple Sensors Configuration Evaluation and Design0
VR3Dense: Voxel Representation Learning for 3D Object Detection and Monocular Dense Depth ReconstructionCode1
Exploring Geometric Consistency for Monocular 3D Object Detection0
Improving Online Performance Prediction for Semantic Segmentation0
Occlusion Guided Self-supervised Scene Flow Estimation on 3D Point CloudsCode0
Preprocessing Methods of Lane Detection and Tracking for Autonomous Driving0
Smart and Secure CAV Networks Empowered by AI-Enabled Blockchain: The Next Frontier for Intelligent Safe Driving Assessment0
RaidaR: A Rich Annotated Image Dataset of Rainy Street Scenes0
Enhancing Object Detection for Autonomous Driving by Optimizing Anchor Generation and Addressing Class ImbalanceCode0
A Bayesian Approach to Reinforcement Learning of Vision-Based Vehicular ControlCode0
Geometry-based Distance Decomposition for Monocular 3D Object DetectionCode1
TRiPOD: Human Trajectory and Pose Dynamics Forecasting in the Wild0
Few-Shot Meta-Learning on Point Cloud for Semantic Segmentation0
Latent Space Regularization for Unsupervised Domain Adaptation in Semantic SegmentationCode0
HLA-Face: Joint High-Low Adaptation for Low Light Face DetectionCode1
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
Next Generation Multitarget Trackers: Random Finite Set Methods vs Transformer-based Deep LearningCode1
The Compact Support Neural Network0
Improved and efficient inter-vehicle distance estimation using road gradients of both ego and target vehicles0
FESTA: Flow Estimation via Spatial-Temporal Attention for Scene Point CloudsCode1
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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