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 14011450 of 6092 papers

TitleStatusHype
Deformation and Correspondence Aware Unsupervised Synthetic-to-Real Scene Flow Estimation for Point CloudsCode1
From Recognition to Prediction: Analysis of Human Action and Trajectory Prediction in VideoCode1
Aquatic Navigation: A Challenging Benchmark for Deep Reinforcement LearningCode1
Deep Learning for 3D Point Clouds: A SurveyCode1
Joint Optimization of Age of Information and Energy Consumption in NR-V2X System based on Deep Reinforcement LearningCode1
Characterizing Driving Styles with Deep LearningCode1
Lossless Point Cloud Geometry and Attribute Compression Using a Learned Conditional Probability ModelCode1
Density-Insensitive Unsupervised Domain Adaption on 3D Object DetectionCode1
Deep Learning for Omnidirectional Vision: A Survey and New PerspectivesCode1
Deep learning for radar data exploitation of autonomous vehicleCode1
DeFIX: Detecting and Fixing Failure Scenarios with Reinforcement Learning in Imitation Learning Based Autonomous DrivingCode1
Development of a hand pose recognition system on an embedded computer using Artificial IntelligenceCode1
LACV-Net: Semantic Segmentation of Large-Scale Point Cloud Scene via Local Adaptive and Comprehensive VLADCode1
LAformer: Trajectory Prediction for Autonomous Driving with Lane-Aware Scene ConstraintsCode1
Lane Change Decision-Making through Deep Reinforcement LearningCode1
Deep Metric Learning for Open World Semantic SegmentationCode1
1st Place Solution for the 5th LSVOS Challenge: Video Instance SegmentationCode1
Lane Graph as Path: Continuity-preserving Path-wise Modeling for Online Lane Graph ConstructionCode1
Delta Descriptors: Change-Based Place Representation for Robust Visual LocalizationCode1
PolyLaneNet: Lane Estimation via Deep Polynomial RegressionCode1
PRFusion: Toward Effective and Robust Multi-Modal Place Recognition with Image and Point Cloud FusionCode1
Reinforcement Learning based Control of Imitative Policies for Near-Accident DrivingCode1
3D Part Guided Image Editing for Fine-Grained Object UnderstandingCode1
Personalized Autonomous Driving with Large Language Models: Field ExperimentsCode1
TrafficBots: Towards World Models for Autonomous Driving Simulation and Motion PredictionCode1
Large-scale moral machine experiment on large language modelsCode1
Large Wireless Localization Model (LWLM): A Foundation Model for Positioning in 6G NetworksCode1
L2E: Lasers to Events for 6-DoF Extrinsic Calibration of Lidars and Event CamerasCode1
A Bayesian Approach to Reinforcement Learning of Vision-Based Vehicular ControlCode0
A Preliminary Study of Deep Learning Sensor Fusion for Pedestrian DetectionCode0
Addressing Out-of-Label Hazard Detection in Dashcam Videos: Insights from the COOOL ChallengeCode0
Pixel-wise Smoothing for Certified Robustness against Camera Motion PerturbationsCode0
CFENet: An Accurate and Efficient Single-Shot Object Detector for Autonomous DrivingCode0
Certified Robustness to Data Poisoning in Gradient-Based TrainingCode0
3D Multi-Object Tracking: A Baseline and New Evaluation MetricsCode0
Certainty Equivalent Perception-Based ControlCode0
Physics-Informed Representation and Learning: Control and Risk QuantificationCode0
PFSD: A Multi-Modal Pedestrian-Focus Scene Dataset for Rich Tasks in Semi-Structured EnvironmentsCode0
PhaseCam3D — Learning Phase Masks for Passive Single View Depth EstimationCode0
Perspective-aware Convolution for Monocular 3D Object DetectionCode0
Causal Explanations for Sequential Decision-Making in Multi-Agent SystemsCode0
Perceptual Piercing: Human Visual Cue-based Object Detection in Low Visibility ConditionsCode0
Personalized Reinforcement Learning with a Budget of PoliciesCode0
PePScenes: A Novel Dataset and Baseline for Pedestrian Action Prediction in 3DCode0
People Attribute Purpose to Autonomous Vehicles When Explaining Their Behavior: Insights from Cognitive Science for Explainable AICode0
AA-SGAN: Adversarially Augmented Social GAN with Synthetic DataCode0
PeerNets: Exploiting Peer Wisdom Against Adversarial AttacksCode0
Perception Characteristics Distance: Measuring Stability and Robustness of Perception System in Dynamic Conditions under a Certain Decision RuleCode0
Pedestrian Collision Avoidance System for Scenarios with OcclusionsCode0
Pedestrian motion prediction evaluation for urban autonomous drivingCode0
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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