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 12011250 of 6092 papers

TitleStatusHype
TransLoc3D : Point Cloud based Large-scale Place Recognition using Adaptive Receptive FieldsCode1
High-level camera-LiDAR fusion for 3D object detection with machine learningCode1
Ensemble Quantile Networks: Uncertainty-Aware Reinforcement Learning with Applications in Autonomous DrivingCode1
Structure Guided Lane DetectionCode1
Trajectory Prediction for Autonomous Driving with Topometric MapCode1
Video Class Agnostic Segmentation with Contrastive Learning for Autonomous DrivingCode1
Software Engineering for AI-Based Systems: A SurveyCode1
Learning to drive from a world on railsCode1
Investigating the Impact of Multi-LiDAR Placement on Object Detection for Autonomous DrivingCode1
Lane Graph Estimation for Scene Understanding in Urban DrivingCode1
Lite-FPN for Keypoint-based Monocular 3D Object DetectionCode1
Optimal Cost Design for Model Predictive ControlCode1
DANNet: A One-Stage Domain Adaptation Network for Unsupervised Nighttime Semantic SegmentationCode1
FCOS3D: Fully Convolutional One-Stage Monocular 3D Object DetectionCode1
Imagining The Road Ahead: Multi-Agent Trajectory Prediction via Differentiable SimulationCode1
FIERY: Future Instance Prediction in Bird's-Eye View from Surround Monocular CamerasCode1
Self-Supervised Pillar Motion Learning for Autonomous DrivingCode1
VR3Dense: Voxel Representation Learning for 3D Object Detection and Monocular Dense Depth ReconstructionCode1
Geometry-based Distance Decomposition for Monocular 3D Object DetectionCode1
HLA-Face: Joint High-Low Adaptation for Low Light Face DetectionCode1
Next Generation Multitarget Trackers: Random Finite Set Methods vs Transformer-based Deep LearningCode1
FESTA: Flow Estimation via Spatial-Temporal Attention for Scene Point CloudsCode1
Topo-boundary: A Benchmark Dataset on Topological Road-boundary Detection Using Aerial Images for Autonomous DrivingCode1
iCurb: Imitation Learning-based Detection of Road Curbs using Aerial Images for Autonomous DrivingCode1
Delving into Localization Errors for Monocular 3D Object DetectionCode1
Multi-View Radar Semantic SegmentationCode1
RobustNet: Improving Domain Generalization in Urban-Scene Segmentation via Instance Selective WhiteningCode1
LiDAR R-CNN: An Efficient and Universal 3D Object DetectorCode1
AgentFormer: Agent-Aware Transformers for Socio-Temporal Multi-Agent ForecastingCode1
NDT-Transformer: Large-Scale 3D Point Cloud Localisation using the Normal Distribution Transform RepresentationCode1
CFPNet: Channel-wise Feature Pyramid for Real-Time Semantic SegmentationCode1
Multimodal Motion Prediction with Stacked TransformersCode1
Learn-to-Race: A Multimodal Control Environment for Autonomous RacingCode1
Monocular Depth Estimation through Virtual-world Supervision and Real-world SfM Self-SupervisionCode1
Video Class Agnostic Segmentation Benchmark for Autonomous DrivingCode1
Integrated Decision and Control: Towards Interpretable and Computationally Efficient Driving IntelligenceCode1
Adversarial Driving: Attacking End-to-End Autonomous DrivingCode1
Monocular Quasi-Dense 3D Object TrackingCode1
DSEC: A Stereo Event Camera Dataset for Driving ScenariosCode1
Model-free Vehicle Tracking and State Estimation in Point Cloud SequencesCode1
Capturing Omni-Range Context for Omnidirectional SegmentationCode1
Pixel-wise Anomaly Detection in Complex Driving ScenesCode1
LCDNet: Deep Loop Closure Detection and Point Cloud Registration for LiDAR SLAMCode1
A Simple and Efficient Multi-task Network for 3D Object Detection and Road UnderstandingCode1
ES-Net: An Efficient Stereo Matching NetworkCode1
labelCloud: A Lightweight Domain-Independent Labeling Tool for 3D Object Detection in Point CloudsCode1
Model-based Constrained Reinforcement Learning using Generalized Control Barrier FunctionCode1
Sequential Place Learning: Heuristic-Free High-Performance Long-Term Place RecognitionCode1
SeqNet: Learning Descriptors for Sequence-based Hierarchical Place RecognitionCode1
ROAD: The ROad event Awareness Dataset for Autonomous DrivingCode1
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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