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 35513575 of 6092 papers

TitleStatusHype
Exiting the Simulation: The Road to Robust and Resilient Autonomous Vehicles at Scale0
Integrated Decision and Control for High-Level Automated Vehicles by Mixed Policy Gradient and Its Experiment Verification0
Online LiDAR-Camera Extrinsic Parameters Self-checkingCode1
GraphCSPN: Geometry-Aware Depth Completion via Dynamic GCNsCode1
Learning Preferences for Interactive AutonomyCode0
Emerging Threats in Deep Learning-Based Autonomous Driving: A Comprehensive Survey0
Large-Scale Bandwidth and Power Optimization for Multi-Modal Edge Intelligence Autonomous Driving0
Domain Adaptation in 3D Object Detection with Gradual Batch Alternation Training0
Intra-Source Style Augmentation for Improved Domain GeneralizationCode1
Object Recognition in Different Lighting Conditions at Various Angles by Deep Learning Method0
Homogeneous Multi-modal Feature Fusion and Interaction for 3D Object Detection0
Hierarchical Model-Based Imitation Learning for Planning in Autonomous Driving0
Intelligent Resource Allocation in Joint Radar-Communication With Graph Neural NetworksCode1
Row-wise LiDAR Lane Detection Network with Lane Correlation RefinementCode1
Dual-Curriculum Teacher for Domain-Inconsistent Object Detection in Autonomous Driving0
CramNet: Camera-Radar Fusion with Ray-Constrained Cross-Attention for Robust 3D Object Detection0
Evaluation of Pedestrian Safety in a High-Fidelity Simulation Environment Framework0
AttTrack: Online Deep Attention Transfer for Multi-object Tracking0
Pishgu: Universal Path Prediction Network Architecture for Real-time Cyber-physical Edge SystemsCode1
LESS: Label-Efficient Semantic Segmentation for LiDAR Point Clouds0
Motion Inspired Unsupervised Perception and Prediction in Autonomous Driving0
Instance Segmentation with Cross-Modal Consistency0
Model-Based Imitation Learning for Urban DrivingCode2
An Efficient FPGA Accelerator for Point Cloud0
SWFormer: Sparse Window Transformer for 3D Object Detection in Point Clouds0
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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