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 36513675 of 6092 papers

TitleStatusHype
Deep-BrownConrady: Prediction of Camera Calibration and Distortion Parameters Using Deep Learning and Synthetic Data0
Deep Continuous Conditional Random Fields with Asymmetric Inter-object Constraints for Online Multi-object Tracking0
DeepCSHAP: Utilizing Shapley Values to Explain Deep Complex-Valued Neural Networks0
Deep Depth Completion from Extremely Sparse Data: A Survey0
DeepDriving: Learning Affordance for Direct Perception in Autonomous Driving0
Deep Dynamics: Vehicle Dynamics Modeling with a Physics-Constrained Neural Network for Autonomous Racing0
DeepDyve: Dynamic Verification for Deep Neural Networks0
Deep ensembles based on Stochastic Activation Selection for Polyp Segmentation0
Deep Evaluation Metric: Learning to Evaluate Simulated Radar Point Clouds for Virtual Testing of Autonomous Driving0
Deep Event-based Object Detection in Autonomous Driving: A Survey0
DeepFusion: Lidar-Camera Deep Fusion for Multi-Modal 3D Object Detection0
Deep Grid Net (DGN): A Deep Learning System for Real-Time Driving Context Understanding0
DeepGuard: A Framework for Safeguarding Autonomous Driving Systems from Inconsistent Behavior0
DeepHunter: Hunting Deep Neural Network Defects via Coverage-Guided Fuzzing0
Deep Instance Segmentation with Automotive Radar Detection Points0
Deep Inverse Sensor Models as Priors for evidential Occupancy Mapping0
Deep Learning Accelerator in Loop Reliability Evaluation for Autonomous Driving0
Deep Learning and Control Algorithms of Direct Perception for Autonomous Driving0
Deep Learning and Machine Learning, Advancing Big Data Analytics and Management: Handy Appetizer0
Deep Learning-based 3D Point Cloud Classification: A Systematic Survey and Outlook0
Deep Learning Based 3D Segmentation: A Survey0
Deep Learning-Based Autonomous Driving Systems: A Survey of Attacks and Defenses0
Deep Learning based Computer Vision Methods for Complex Traffic Environments Perception: A Review0
Deep Learning-Based Connector Detection for Robotized Assembly of Automotive Wire Harnesses0
Deep Learning-based Depth Estimation Methods from Monocular Image and Videos: A Comprehensive Survey0
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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