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 13011325 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
MATS: An Interpretable Trajectory Forecasting Representation for Planning and ControlCode1
Domain-invariant Similarity Activation Map Contrastive Learning for Retrieval-based Long-term Visual LocalizationCode1
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
Online Visual Place Recognition via Saliency Re-identificationCode1
BiTraP: Bi-directional Pedestrian Trajectory Prediction with Multi-modal Goal EstimationCode1
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
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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