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 13011350 of 6092 papers

TitleStatusHype
Robust and efficient post-processing for video object detectionCode1
Differential Viewpoints for Ground Terrain Material RecognitionCode1
Deep Learning for 3D Point Cloud Understanding: A SurveyCode1
LDNet: End-to-End Lane Marking Detection Approach Using a Dynamic Vision SensorCode1
Domain-invariant Similarity Activation Map Contrastive Learning for Retrieval-based Long-term Visual LocalizationCode1
MATS: An Interpretable Trajectory Forecasting Representation for Planning and ControlCode1
SoK: Certified Robustness for Deep Neural NetworksCode1
Scene-Graph Augmented Data-Driven Risk Assessment of Autonomous Vehicle DecisionsCode1
Domain Adaptation Through Task DistillationCode1
What-If Motion Prediction for Autonomous DrivingCode1
Action-Based Representation Learning for Autonomous DrivingCode1
Anchor-free Small-scale Multispectral Pedestrian DetectionCode1
Mesorasi: Architecture Support for Point Cloud Analytics via Delayed-AggregationCode1
RGB cameras failures and their effects in autonomous driving applicationsCode1
Estimating the Magnitude and Phase of Automotive Radar Signals under Multiple Interference Sources with Fully Convolutional NetworksCode1
VPC-Net: Completion of 3D Vehicles from MLS Point CloudsCode1
Diverse and Admissible Trajectory Prediction through Multimodal Context UnderstandingCode1
Traffic Control Gesture Recognition for Autonomous VehiclesCode1
BiTraP: Bi-directional Pedestrian Trajectory Prediction with Multi-modal Goal EstimationCode1
Online Visual Place Recognition via Saliency Re-identificationCode1
Robust Ego and Object 6-DoF Motion Estimation and TrackingCode1
GSNet: Joint Vehicle Pose and Shape Reconstruction with Geometrical and Scene-aware SupervisionCode1
Crowdsourced 3D Mapping: A Combined Multi-View Geometry and Self-Supervised Learning ApproachCode1
Polylidar3D -- Fast Polygon Extraction from 3D DataCode1
CurveLane-NAS: Unifying Lane-Sensitive Architecture Search and Adaptive Point BlendingCode1
Pillar-based Object Detection for Autonomous DrivingCode1
DVI: Depth Guided Video Inpainting for Autonomous DrivingCode1
openDD: A Large-Scale Roundabout Drone DatasetCode1
CenterNet3D: An Anchor Free Object Detector for Point CloudCode1
Probabilistic Jacobian-based Saliency Maps AttacksCode1
Single Shot MC Dropout ApproximationCode1
Wasserstein Distances for Stereo Disparity EstimationCode1
Model-based Exploration of the Frontier of Behaviours for Deep Learning System TestingCode1
Reinforcement Learning based Control of Imitative Policies for Near-Accident DrivingCode1
Online Domain Adaptation for Occupancy MappingCode1
Leveraging Temporal Information for 3D Detection and Domain AdaptationCode1
Deep Learning for Vision-based Prediction: A SurveyCode1
AFDet: Anchor Free One Stage 3D Object DetectionCode1
Safe Reinforcement Learning via Curriculum InductionCode1
Improved Deep Point Cloud Geometry CompressionCode1
Delta Descriptors: Change-Based Place Representation for Robust Visual LocalizationCode1
Real-time single image depth perception in the wild with handheld devicesCode1
Structure Aware Single-Stage 3D Object Detection From Point CloudCode1
IDA-3D: Instance-Depth-Aware 3D Object Detection From Stereo Vision for Autonomous DrivingCode1
3D Part Guided Image Editing for Fine-Grained Object UnderstandingCode1
Exploring Data Aggregation in Policy Learning for Vision-Based Urban Autonomous DrivingCode1
Range Conditioned Dilated Convolutions for Scale Invariant 3D Object DetectionCode1
Spatio-Temporal Graph Transformer Networks for Pedestrian Trajectory PredictionCode1
Train in Germany, Test in The USA: Making 3D Object Detectors GeneralizeCode1
Persistent Map Saving for Visual Localization for Autonomous Vehicles: An ORB-SLAM ExtensionCode1
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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