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 44514475 of 6092 papers

TitleStatusHype
Multi-Task Conditional Imitation Learning for Autonomous Navigation at Crowded Intersections0
Multi-task Safe Reinforcement Learning for Navigating Intersections in Dense Traffic0
Going Deeper into Recognizing Actions in Dark Environments: A Comprehensive Benchmark Study0
Task-oriented Scheduling for Networked Control Systems: An Age of Information-Aware Implementation on Software-defined Radios0
CSCNet: Contextual Semantic Consistency Network for Trajectory Prediction in Crowded Spaces0
CARL-D: A vision benchmark suite and large scale dataset for vehicle detection and scene segmentationCode0
V2X-Sim: Multi-Agent Collaborative Perception Dataset and Benchmark for Autonomous Driving0
Reducing Overconfidence Predictions for Autonomous Driving Perception0
COLA: COarse LAbel pre-training for 3D semantic segmentation of sparse LiDAR datasetsCode0
Beyond NaN: Resiliency of Optimization Layers in The Face of InfeasibilityCode0
Motion Sickness Modeling with Visual Vertical Estimation and Its Application to Autonomous Personal Mobility VehiclesCode0
Infrastructure-enabled GPS Spoofing Detection and Correction0
Indy Autonomous Challenge -- Autonomous Race Cars at the Handling Limits0
HALS: A Height-Aware Lidar Super-Resolution Framework for Autonomous Driving0
Are Transformers More Robust? Towards Exact Robustness Verification for Transformers0
Integrated Multiscale Domain Adaptive YOLO0
Quantification of Actual Road User Behavior on the Basis of Given Traffic RulesCode0
Discrete-Event Controller Synthesis for Autonomous Systems with Deep-Learning Perception Components0
LiDAR dataset distillation within bayesian active learning framework: Understanding the effect of data augmentation0
Simulation-to-Reality domain adaptation for offline 3D object annotation on pointclouds with correlation alignment0
Formal Certification Methods for Automated Vehicle Safety Assessment0
Multi-modal Sensor Fusion for Auto Driving Perception: A Survey0
Fast-Spherical-Projection-Based Point Cloud Clustering Algorithm0
Temporal Robustness of Stochastic SignalsCode0
Fixed-Point Code Synthesis For Neural Networks0
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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