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 13511375 of 6092 papers

TitleStatusHype
Class-Incremental Learning for Semantic Segmentation Re-Using Neither Old Data Nor Old LabelsCode1
Reference Pose Generation for Long-term Visual Localization via Learned Features and View SynthesisCode1
Learning hierarchical behavior and motion planning for autonomous drivingCode1
End-to-End Lane Marker Detection via Row-wise ClassificationCode1
CARRADA Dataset: Camera and Automotive Radar with Range-Angle-Doppler AnnotationsCode1
VTGNet: A Vision-based Trajectory Generation Network for Autonomous Vehicles in Urban EnvironmentsCode1
Development of a hand gesture based control interface using Deep LearningCode1
PolyLaneNet: Lane Estimation via Deep Polynomial RegressionCode1
Tactical Decision-Making in Autonomous Driving by Reinforcement Learning with Uncertainty EstimationCode1
CMRNet++: Map and Camera Agnostic Monocular Visual Localization in LiDAR MapsCode1
Occluded Prohibited Items Detection: an X-ray Security Inspection Benchmark and De-occlusion Attention ModuleCode1
Toward Hierarchical Self-Supervised Monocular Absolute Depth Estimation for Autonomous Driving ApplicationsCode1
TOG: Targeted Adversarial Objectness Gradient Attacks on Real-time Object Detection SystemsCode1
End-to-End Pseudo-LiDAR for Image-Based 3D Object DetectionCode1
PolarNet: An Improved Grid Representation for Online LiDAR Point Clouds Semantic SegmentationCode1
RetinaTrack: Online Single Stage Joint Detection and TrackingCode1
PiP: Planning-informed Trajectory Prediction for Autonomous DrivingCode1
End-to-end Autonomous Driving Perception with Sequential Latent Representation LearningCode1
Explainable Object-induced Action Decision for Autonomous VehiclesCode1
Counterfactual Policy Evaluation for Decision-Making in Autonomous DrivingCode1
Unsupervised Multi-Modal Image Registration via Geometry Preserving Image-to-Image TranslationCode1
Synthesize then Compare: Detecting Failures and Anomalies for Semantic SegmentationCode1
Toronto-3D: A Large-scale Mobile LiDAR Dataset for Semantic Segmentation of Urban RoadwaysCode1
MotionNet: Joint Perception and Motion Prediction for Autonomous Driving Based on Bird's Eye View MapsCode1
Experimental Comparison of Global Motion Planning Algorithms for Wheeled Mobile RobotsCode1
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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