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 12011225 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
Lite-FPN for Keypoint-based Monocular 3D Object DetectionCode1
Lane Graph Estimation for Scene Understanding in Urban DrivingCode1
Optimal Cost Design for Model Predictive ControlCode1
FCOS3D: Fully Convolutional One-Stage Monocular 3D Object DetectionCode1
DANNet: A One-Stage Domain Adaptation Network for Unsupervised Nighttime Semantic SegmentationCode1
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
FESTA: Flow Estimation via Spatial-Temporal Attention for Scene Point CloudsCode1
Next Generation Multitarget Trackers: Random Finite Set Methods vs Transformer-based Deep LearningCode1
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
Multi-View Radar Semantic SegmentationCode1
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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