Autonomous Vehicles that Interact with Pedestrians: A Survey of Theory and Practice
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Abstract (arXiv)
One of the major challenges that autonomous cars are facing today is driving in urban environments. To make it a reality, autonomous vehicles require the ability to communicate with other road users and understand their intentions. Such interactions are essential between the vehicles and pedestrians as the most vulnerable road users. Understanding pedestrian behavior, however, is not intuitive and depends on various factors such as demographics of the pedestrians, traffic dynamics, environmental conditions, etc. In this paper, we identify these factors by surveying pedestrian behavior studies, both the classical works on pedestrian-driver interaction and the modern ones that involve autonomous vehicles. To this end, we will discuss various methods of studying pedestrian behavior, and analyze how the factors identified in the literature are interrelated. We will also review the practical applications aimed at solving the interaction problem including design approaches for autonomous vehicles that communicate with pedestrians and visual perception and reasoning algorithms tailored to understanding pedestrian intention. Based on our findings, we will discuss the open problems and propose future research directions.
Key facts. Cited by 76 papers in the map (data through 14 Oct 2026). First posted on arXiv 30 May 2018.
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Citing papers per year: 2021: 16; 2022: 7; 2023: 26; 2024: 9; 2025: 5; 2026: 13.
76 papers.
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- 2021Explanations in Autonomous Driving: A Surveycited by 81
- 2023Milestones in Autonomous Driving and Intelligent Vehicles: Survey of Surveyscited by 75
- 2021ROAD: The ROad event Awareness Dataset for Autonomous Drivingcited by 54
- 2025Multi-Agent Coordination across Diverse Applications: A Surveycited by 37
- 2021Deep Learning-based Action Detection in Untrimmed Videos: A Surveycited by 32
- 2022Behavioral Intention Prediction in Driving Scenes: A Surveycited by 30
- 2022PedFormer: Pedestrian Behavior Prediction via Cross-Modal Attention Modulation and Gated Multitask Learningcited by 23
- 2023Pedestrian Trajectory Prediction in Pedestrian-Vehicle Mixed Environments: A Systematic Reviewcited by 18
- 2021From SLAM to Situational Awareness: Challenges and Surveycited by 15
- 2022Safety-compliant Generative Adversarial Networks for Human Trajectory Forecastingcited by 12
- 2023Pedestrian Crossing Action Recognition and Trajectory Prediction with 3D Human Keypointscited by 12
- 2023A Novel Benchmarking Paradigm and a Scale- and Motion-Aware Model for Egocentric Pedestrian Trajectory Predictioncited by 12
38 more
- 2023Evaluating Pedestrian Trajectory Prediction Methods with Respect to Autonomous Drivingcited by 11
- 2023GPT-4V Takes the Wheel: Promises and Challenges for Pedestrian Behavior Predictioncited by 11
- 2021Behavioral Research and Practical Models of Drivers' Attentioncited by 9
- 2021An Empirical Review of Deep Learning Frameworks for Change Detection: Model Design, Experimental Frameworks, Challenges and Research Needscited by 9
- 2022Defending Person Detection Against Adversarial Patch Attack by using Universal Defensive Framecited by 9
- 2025Can Vision-Language Models Understand and Interpret Dynamic Gestures from Pedestrians? Pilot Datasets and Exploration Towards Instructive Nonverbal Commands for Cooperative Autonomous Vehiclescited by 9
- 2024Safety Implications of Explainable Artificial Intelligence in End-to-End Autonomous Drivingcited by 7
- 2023Cross or Wait? Predicting Pedestrian Interaction Outcomes at Unsignalized Crossingscited by 6
- 2023Identify, Estimate and Bound the Uncertainty of Reinforcement Learning for Autonomous Drivingcited by 6
- 2023EpiTESTER: Testing Autonomous Vehicles with Epigenetic Algorithm and Attention Mechanismcited by 6
- 2021Pedestrian Simulation: A Reviewcited by 5
- 2021Do Pedestrians Pay Attention? Eye Contact Detection in the Wildcited by 5
- 2022A Spatio-Temporal Multilayer Perceptron for Gesture Recognitioncited by 5
- 2024Vulnerable Road User Detection and Safety Enhancement: A Comprehensive Surveycited by 5
- 2025Pedestrian Intention Prediction via Vision-Language Foundation Modelscited by 5
- 2023Learning Pedestrian Actions to Ensure Safe Autonomous Drivingcited by 4
- 2024Evolutionary Reinforcement Learning: A Systematic Review and Future Directionscited by 4
- 2021Perspective, Survey and Trends: Public Driving Datasets and Toolsets for Autonomous Driving Virtual Testcited by 3
- 2021Modeling Interactions of Autonomous Vehicles and Pedestrians with Deep Multi-Agent Reinforcement Learning for Collision Avoidancecited by 3
- 2023Local and Global Contextual Features Fusion for Pedestrian Intention Predictioncited by 3
- 2023Attribute Annotation and Bias Evaluation in Visual Datasets for Autonomous Drivingcited by 3
- 2024Testing autonomous vehicles and AI: perspectives and challenges from cybersecurity, transparency, robustness and fairnesscited by 3
- 2021On the Generalizability of Motion Models for Road Users in Heterogeneous Shared Traffic Spacescited by 2
- 2021Comparing State-of-the-Art and Emerging Augmented Reality Interfaces for Autonomous Vehicle-to-Pedestrian Communicationcited by 2
- 2021Conditional Generative Adversarial Networks for Speed Control in Trajectory Simulationcited by 2
- 2021Probing the Effect of Selection Bias on Generalization: A Thought Experimentcited by 2
- 2023Data and Knowledge for Overtaking Scenarios in Autonomous Drivingcited by 2
- 2023Gated Driver Attention Predictorcited by 2
- 2023Pedestrian and Passenger Interaction with Autonomous Vehicles: Field Study in a Crosswalk Scenariocited by 2
- 2024Diving Deeper Into Pedestrian Behavior Understanding: Intention Estimation, Action Prediction, and Event Risk Assessmentcited by 2
- 2025Pedestrian-Aware Motion Planning for Autonomous Driving in Complex Urban Scenarioscited by 2
- 2021Interaction Detection Between Vehicles and Vulnerable Road Users: A Deep Generative Approach with Attentioncited by 1
- 2022"If you could see me through my eyes": Predicting Pedestrian Perceptioncited by 1
- 2022Self-Configurable Stabilized Real-Time Detection Learning for Autonomous Driving Applicationscited by 1
- 2023Gesture Recognition with Keypoint and Radar Stream Fusion for Automated Vehiclescited by 1
- 2023Intention-Aware Decision-Making for Mixed Intersection Scenarioscited by 1
- 2023SDR-GAIN: A High Real-Time Occluded Pedestrian Pose Completion Method for Autonomous Drivingcited by 1
- 2023Assessing Drivers' Situation Awareness in Semi-Autonomous Vehicles: ASP based Characterisations of Driving Dynamics for Modelling Scene Interpretation and Projectioncited by 1
50 most cited of 76 All 76 (JSON)
- 2026Unsupervised spiking feature learning for event-based pedestrian crossing detection: approaching supervised accuracy without labelled training data15 Sep 2026
- 2026Adaptive Cross-Modal Fusion with Sparse Attention for Pedestrian Crossing Intention Prediction14 Jul 2026
- 2026When Stopping Fails: Rethinking Minimal Risk Conditions through Human-Interactive Autonomous Driving for Safe Transportation Systems27 Jun 2026
- 2026CalTennis: Large Multi-View Tennis Video Dataset and Benchmark of Monocular-to-3D Pose Estimation18 Jun 2026
- 2026An Integrated Roadside Sensing and Communication Framework for Vulnerable Road User Safety at Signalized Intersections5 Jun 2026
- 2026A Pedestrian-Vehicle Interaction Benchmark and Annotation Framework for Unstructured Scenes via Uncalibrated Cameras25 May 2026
- 2026RAMS: Resource-Adaptive and Detection-Conditioned Model Switching for Embedded Edge Perception14 May 2026
- 2026Intelligent CCTV for Urban Design: AI-Based Analysis of Soft Infrastructure at Intersections6 May 2026
- 2026Eye Gaze-Informed and Context-Aware Pedestrian Trajectory Prediction in Shared Spaces with Automated Shuttles: A Virtual Reality Study20 Mar 2026
- 2026Towards Driver Behavior Understanding: Weakly-Supervised Risk Perception in Driving Scenes6 Mar 2026
- 2026From GEV to ResLogit: Spatially Correlated Discrete Choice Models for Pedestrian Movement Prediction1 Mar 2026
- 2026Gesture Matters: Pedestrian Gesture Recognition for AVs Through Skeleton Pose Evaluation9 Feb 2026
38 more
- 2026Realistic adversarial scenario generation via human-like pedestrian model for autonomous vehicle control parameter optimisation5 Jan 2026
- 2025Integrating Skeleton Based Representations for Robust Yoga Pose Classification Using Deep Learning Models29 Nov 2025
- 2025Pedestrian Intention Prediction via Vision-Language Foundation Models5 Jul 2025
- 2025Can Vision-Language Models Understand and Interpret Dynamic Gestures from Pedestrians? Pilot Datasets and Exploration Towards Instructive Nonverbal Commands for Cooperative Autonomous Vehicles15 Apr 2025
- 2025Pedestrian-Aware Motion Planning for Autonomous Driving in Complex Urban Scenarios2 Apr 2025
- 2025Multi-Agent Coordination across Diverse Applications: A Survey20 Feb 2025
- 2024Predicting Pedestrian Crossing Behavior in Germany and Japan: Insights into Model Transferability4 Dec 2024
- 2024Deep Adversarial Learning with Activity-Based User Discrimination Task for Human Activity Recognition1 Oct 2024
- 2024Behavioural gap assessment of human-vehicle interaction in real and virtual reality-based scenarios in autonomous driving4 Jul 2024
- 2024Diving Deeper Into Pedestrian Behavior Understanding: Intention Estimation, Action Prediction, and Event Risk Assessment29 Jun 2024
- 2024Vulnerable Road User Detection and Safety Enhancement: A Comprehensive Survey29 May 2024
- 2024Predicting and Analyzing Pedestrian Crossing Behavior at Unsignalized Crossings15 Apr 2024
- 2024Safety Implications of Explainable Artificial Intelligence in End-to-End Autonomous Driving18 Mar 2024
- 2024Testing autonomous vehicles and AI: perspectives and challenges from cybersecurity, transparency, robustness and fairness21 Feb 2024
- 2024Evolutionary Reinforcement Learning: A Systematic Review and Future Directions20 Feb 2024
- 2023SMC-NCA: Semantic-guided Multi-level Contrast for Semi-supervised Temporal Action Segmentation19 Dec 2023
- 2023Pedestrian and Passenger Interaction with Autonomous Vehicles: Field Study in a Crosswalk Scenario11 Dec 2023
- 2023Attribute Annotation and Bias Evaluation in Visual Datasets for Autonomous Driving11 Dec 2023
- 2023EpiTESTER: Testing Autonomous Vehicles with Epigenetic Algorithm and Attention Mechanism30 Nov 2023
- 2023ADM-Loc: Actionness Distribution Modeling for Point-supervised Temporal Action Localization27 Nov 2023
- 2023GPT-4V Takes the Wheel: Promises and Challenges for Pedestrian Behavior Prediction24 Nov 2023
- 2023POTLoc: Pseudo-Label Oriented Transformer for Point-Supervised Temporal Action Localization20 Oct 2023
- 2023A Novel Benchmarking Paradigm and a Scale- and Motion-Aware Model for Egocentric Pedestrian Trajectory Prediction16 Oct 2023
- 2023Semantic and Articulated Pedestrian Sensing Onboard a Moving Vehicle12 Sep 2023
- 2023Suicidal Pedestrian: Generation of Safety-Critical Scenarios for Autonomous Vehicles1 Sep 2023
- 2023Assessing Drivers' Situation Awareness in Semi-Autonomous Vehicles: ASP based Characterisations of Driving Dynamics for Modelling Scene Interpretation and Projection30 Aug 2023
- 2023Pedestrian Trajectory Prediction in Pedestrian-Vehicle Mixed Environments: A Systematic Review11 Aug 2023
- 2023Evaluating Pedestrian Trajectory Prediction Methods with Respect to Autonomous Driving9 Aug 2023
- 2023Gated Driver Attention Predictor1 Aug 2023
- 2023Measuring Sociality in Driving Interaction24 Jun 2023
- 2023SDR-GAIN: A High Real-Time Occluded Pedestrian Pose Completion Method for Autonomous Driving6 Jun 2023
- 2023Pedestrian Crossing Action Recognition and Trajectory Prediction with 3D Human Keypoints1 Jun 2023
- 2023Data and Knowledge for Overtaking Scenarios in Autonomous Driving30 May 2023
- 2023Learning Pedestrian Actions to Ensure Safe Autonomous Driving22 May 2023
- 2023Identify, Estimate and Bound the Uncertainty of Reinforcement Learning for Autonomous Driving12 May 2023
- 2023Local and Global Contextual Features Fusion for Pedestrian Intention Prediction1 May 2023
- 2023Cross or Wait? Predicting Pedestrian Interaction Outcomes at Unsignalized Crossings17 Apr 2023
- 2023Milestones in Autonomous Driving and Intelligent Vehicles: Survey of Surveys30 Mar 2023
50 newest of 76 All 76 (JSON)
- 2024Safety Implications of Explainable Artificial Intelligence in End-to-End Autonomous Drivingcited by 7
- 2023Identify, Estimate and Bound the Uncertainty of Reinforcement Learning for Autonomous Drivingcited by 6
- 2021Perspective, Survey and Trends: Public Driving Datasets and Toolsets for Autonomous Driving Virtual Testcited by 3
- 2021Modeling Interactions of Autonomous Vehicles and Pedestrians with Deep Multi-Agent Reinforcement Learning for Collision Avoidancecited by 3
- 2025Pedestrian-Aware Motion Planning for Autonomous Driving in Complex Urban Scenarioscited by 2
- 2023Suicidal Pedestrian: Generation of Safety-Critical Scenarios for Autonomous Vehiclescited by 1
- 2023Measuring Sociality in Driving Interactioncited by 0
- 2026Realistic adversarial scenario generation via human-like pedestrian model for autonomous vehicle control parameter optimisationcited by 0
- 2026Realistic adversarial scenario generation via human-like pedestrian model for autonomous vehicle control parameter optimisation5 Jan 2026
- 2025Pedestrian-Aware Motion Planning for Autonomous Driving in Complex Urban Scenarios2 Apr 2025
- 2024Safety Implications of Explainable Artificial Intelligence in End-to-End Autonomous Driving18 Mar 2024
- 2023Suicidal Pedestrian: Generation of Safety-Critical Scenarios for Autonomous Vehicles1 Sep 2023
- 2023Measuring Sociality in Driving Interaction24 Jun 2023
- 2023Identify, Estimate and Bound the Uncertainty of Reinforcement Learning for Autonomous Driving12 May 2023
- 2021Modeling Interactions of Autonomous Vehicles and Pedestrians with Deep Multi-Agent Reinforcement Learning for Collision Avoidance30 Sep 2021
- 2021Perspective, Survey and Trends: Public Driving Datasets and Toolsets for Autonomous Driving Virtual Test1 Apr 2021
- 2021Explanations in Autonomous Driving: A Surveycited by 81
- 2023Milestones in Autonomous Driving and Intelligent Vehicles: Survey of Surveyscited by 75
- 2021ROAD: The ROad event Awareness Dataset for Autonomous Drivingcited by 54
- 2021Deep Learning-based Action Detection in Untrimmed Videos: A Surveycited by 32
- 2022Behavioral Intention Prediction in Driving Scenes: A Surveycited by 30
- 2022PedFormer: Pedestrian Behavior Prediction via Cross-Modal Attention Modulation and Gated Multitask Learningcited by 23
- 2023Pedestrian Trajectory Prediction in Pedestrian-Vehicle Mixed Environments: A Systematic Reviewcited by 18
- 2021From SLAM to Situational Awareness: Challenges and Surveycited by 15
- 2022Safety-compliant Generative Adversarial Networks for Human Trajectory Forecastingcited by 12
- 2023Pedestrian Crossing Action Recognition and Trajectory Prediction with 3D Human Keypointscited by 12
- 2023A Novel Benchmarking Paradigm and a Scale- and Motion-Aware Model for Egocentric Pedestrian Trajectory Predictioncited by 12
- 2023Evaluating Pedestrian Trajectory Prediction Methods with Respect to Autonomous Drivingcited by 11
12 most cited of 64 All 64 (JSON)
- 2026Unsupervised spiking feature learning for event-based pedestrian crossing detection: approaching supervised accuracy without labelled training data15 Sep 2026
- 2026Adaptive Cross-Modal Fusion with Sparse Attention for Pedestrian Crossing Intention Prediction14 Jul 2026
- 2026When Stopping Fails: Rethinking Minimal Risk Conditions through Human-Interactive Autonomous Driving for Safe Transportation Systems27 Jun 2026
- 2026CalTennis: Large Multi-View Tennis Video Dataset and Benchmark of Monocular-to-3D Pose Estimation18 Jun 2026
- 2026An Integrated Roadside Sensing and Communication Framework for Vulnerable Road User Safety at Signalized Intersections5 Jun 2026
- 2026A Pedestrian-Vehicle Interaction Benchmark and Annotation Framework for Unstructured Scenes via Uncalibrated Cameras25 May 2026
- 2026RAMS: Resource-Adaptive and Detection-Conditioned Model Switching for Embedded Edge Perception14 May 2026
- 2026Intelligent CCTV for Urban Design: AI-Based Analysis of Soft Infrastructure at Intersections6 May 2026
- 2026Eye Gaze-Informed and Context-Aware Pedestrian Trajectory Prediction in Shared Spaces with Automated Shuttles: A Virtual Reality Study20 Mar 2026
- 2026Towards Driver Behavior Understanding: Weakly-Supervised Risk Perception in Driving Scenes6 Mar 2026
- 2026From GEV to ResLogit: Spatially Correlated Discrete Choice Models for Pedestrian Movement Prediction1 Mar 2026
- 2026Gesture Matters: Pedestrian Gesture Recognition for AVs Through Skeleton Pose Evaluation9 Feb 2026
12 newest of 64 All 64 (JSON)