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 24012450 of 6092 papers

TitleStatusHype
Deep learning for 3D Object Detection and Tracking in Autonomous Driving: A Brief Survey0
Automatic Map Update Using Dashcam Videos0
Deep Learning Defenses Against Adversarial Examples for Dynamic Risk Assessment0
Deep Learning-based Vehicle Behaviour Prediction For Autonomous Driving Applications: A Review0
Automatic Image Annotation for Mapped Features Detection0
A Hybrid Approach for Extending Automotive Radar Operation to NLOS Urban Scenarios0
Deep-Learning-Based Single-Image Height Reconstruction from Very-High-Resolution SAR Intensity Data0
Deep Learning-Based Robust Multi-Object Tracking via Fusion of mmWave Radar and Camera Sensors0
Automatic Generation of Scenarios for System-level Simulation-based Verification of Autonomous Driving Systems0
Deep-learning-based on-chip rapid spectral imaging with high spatial resolution0
Deep Learning Based Intelligent Inter-Vehicle Distance Control for 6G Enabled Cooperative Autonomous Driving0
Automatic driving lane change safety prediction model based on LSTM0
A Comprehensive Study of Real-Time Object Detection Networks Across Multiple Domains: A Survey0
Deep Learning-based Embedded Intrusion Detection System for Automotive CAN0
Deep Learning-based Depth Estimation Methods from Monocular Image and Videos: A Comprehensive Survey0
Automatic Discovery and Assessment of Interpretable Systematic Errors in Semantic Segmentation0
Deep Learning-Based Connector Detection for Robotized Assembly of Automotive Wire Harnesses0
Deep Learning based Computer Vision Methods for Complex Traffic Environments Perception: A Review0
Automatic Curriculum Learning for Driving Scenarios: Towards Robust and Efficient Reinforcement Learning0
Evaluation of Pedestrian Safety in a High-Fidelity Simulation Environment Framework0
3D Object Visibility Prediction in Autonomous Driving0
MSDC-Net: Multi-Scale Dense and Contextual Networks for Automated Disparity Map for Stereo Matching0
Deep Learning-Based Autonomous Driving Systems: A Survey of Attacks and Defenses0
Deep Learning Based 3D Segmentation: A Survey0
Automatic Building and Labeling of HD Maps with Deep Learning0
Deep Learning-based 3D Point Cloud Classification: A Systematic Survey and Outlook0
Deep Learning and Machine Learning, Advancing Big Data Analytics and Management: Handy Appetizer0
Automatically Learning Fallback Strategies with Model-Free Reinforcement Learning in Safety-Critical Driving Scenarios0
A Hierarchical MPC Approach to Car-Following via Linearly Constrained Quadratic Programming0
Deep Learning and Control Algorithms of Direct Perception for Autonomous Driving0
Deep Learning Accelerator in Loop Reliability Evaluation for Autonomous Driving0
Formal Certification Methods for Automated Vehicle Safety Assessment0
Automated Scientific Discovery: From Equation Discovery to Autonomous Discovery Systems0
A Hierarchical Image Analysis for Extracting Parking Lot Structures from Aerial Images0
A Comprehensive Review of Trends, Applications and Challenges In Out-of-Distribution Detection0
Deep Inverse Sensor Models as Priors for evidential Occupancy Mapping0
Automated Parking Planning with Vision-Based BEV Approach0
Deep Instance Segmentation with Automotive Radar Detection Points0
Automated Lane Change Strategy using Proximal Policy Optimization-based Deep Reinforcement Learning0
3D Object Proposals using Stereo Imagery for Accurate Object Class Detection0
DeepHunter: Hunting Deep Neural Network Defects via Coverage-Guided Fuzzing0
DeepGuard: A Framework for Safeguarding Autonomous Driving Systems from Inconsistent Behavior0
Automated Lane Change Decision Making using Deep Reinforcement Learning in Dynamic and Uncertain Highway Environment0
Deep Grid Net (DGN): A Deep Learning System for Real-Time Driving Context Understanding0
DeepFusion: Lidar-Camera Deep Fusion for Multi-Modal 3D Object Detection0
Automated Lane Change Behavior Prediction and Environmental Perception Based on SLAM Technology0
Using Language and Road Manuals to Inform Map Reconstruction for Autonomous Driving0
Deep Event-based Object Detection in Autonomous Driving: A Survey0
Automated Evaluation of Semantic Segmentation Robustness for Autonomous Driving0
Deep Evaluation Metric: Learning to Evaluate Simulated Radar Point Clouds for Virtual Testing of Autonomous Driving0
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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