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 10511075 of 6092 papers

TitleStatusHype
Deep Learning for Omnidirectional Vision: A Survey and New PerspectivesCode1
Visual Attention-based Self-supervised Absolute Depth Estimation using Geometric Priors in Autonomous DrivingCode1
Efficient Risk-Averse Reinforcement LearningCode1
COOPERNAUT: End-to-End Driving with Cooperative Perception for Networked VehiclesCode1
Multimodal Detection of Unknown Objects on Roads for Autonomous DrivingCode1
HDGT: Heterogeneous Driving Graph Transformer for Multi-Agent Trajectory Prediction via Scene EncodingCode1
CPGNet: Cascade Point-Grid Fusion Network for Real-Time LiDAR Semantic SegmentationCode1
An Efficient Domain-Incremental Learning Approach to Drive in All Weather ConditionsCode1
Stress-Testing Point Cloud Registration on Automotive LiDARCode1
End-to-end Autonomous Driving with Semantic Depth Cloud Mapping and Multi-agentCode1
HFT: Lifting Perspective Representations via Hybrid Feature TransformationCode1
Learning to Drive by Watching YouTube Videos: Action-Conditioned Contrastive Policy PretrainingCode1
Homography Loss for Monocular 3D Object DetectionCode1
Deformation and Correspondence Aware Unsupervised Synthetic-to-Real Scene Flow Estimation for Point CloudsCode1
Towards Driving-Oriented Metric for Lane Detection ModelsCode1
Fusing Event-based and RGB camera for Robust Object Detection in Adverse ConditionsCode1
Learning to Detect Mobile Objects from LiDAR Scans Without LabelsCode1
Hindsight is 20/20: Leveraging Past Traversals to Aid 3D PerceptionCode1
MonoDTR: Monocular 3D Object Detection with Depth-Aware TransformerCode1
Conditional-Flow NeRF: Accurate 3D Modelling with Reliable Uncertainty QuantificationCode1
VISTA: Boosting 3D Object Detection via Dual Cross-VIew SpaTial AttentionCode1
Visualizing Global Explanations of Point Cloud DNNsCode1
HSC4D: Human-centered 4D Scene Capture in Large-scale Indoor-outdoor Space Using Wearable IMUs and LiDARCode1
Deep learning for radar data exploitation of autonomous vehicleCode1
Panoptic SwiftNet: Pyramidal Fusion for Real-time Panoptic 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