Waymo Public Road Safety Performance Data
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Abstract (arXiv)
Waymo's mission to reduce traffic injuries and fatalities and improve mobility for all has led us to expand deployment of automated vehicles on public roads without a human driver behind the wheel. As part of this process, Waymo is committed to providing the public with informative and relevant data regarding the demonstrated safety of Waymo's automated driving system, which we call the Waymo Driver. The data presented in this paper represents more than 6.1 million miles of automated driving in the Phoenix, Arizona metropolitan area, including operations with a trained operator behind the steering wheel from calendar year 2019 and 65,000 miles of driverless operation without a human behind the steering wheel from 2019 and the first nine months of 2020. The paper includes every collision and minor contact experienced during these operations as well as every predicted contact identified using Waymo's counterfactual, what if, simulation of events had the vehicle's trained operator not disengaged automated driving. There were 47 contact events that occurred over this time period, consisting of 18 actual and 29 simulated contact events, none of which would be expected to result in severe or life threatening injuries. This paper presents the collision typology and severity for each actual and simulated event, along with diagrams depicting each of the most significant events. Nearly all the events involved one or more road rule violations or other errors by a human driver or road user, including all eight of the most severe events, which we define as involving actual or expected airbag deployment in any involved vehicle. When compared to national collision statistics, the Waymo Driver completely avoided certain collision modes that human driven vehicles are frequently involved in, including road departure and collisions with fixed objects.
Key facts. Cited by 24 papers in the map (data through 7 Oct 2026). First posted on arXiv 30 Oct 2020.
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Citing papers per year: 2021: 3; 2022: 1; 2023: 4; 2024: 5; 2025: 5; 2026: 6.
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- 2025A Survey of Sim-to-Real Methods in RL: Progress, Prospects and Challenges with Foundation Modelscited by 36
- 2026LoGeR: Long-Context Geometric Reconstruction with Hybrid Memorycited by 33
- 2023Dynamically Conservative Self-Driving Planner for Long-Tail Casescited by 13
- 2024CarDreamer: Open-Source Learning Platform for World Model based Autonomous Drivingcited by 13
- 2021Reimagining an autonomous vehiclecited by 11
- 2022Spatiotemporal Costmap Inference for MPC via Deep Inverse Reinforcement Learningcited by 10
- 2023Practical Collaborative Perception: A Framework for Asynchronous and Multi-Agent 3D Object Detectioncited by 6
- 2021Coverage-based Scene Fuzzing for Virtual Autonomous Driving Testingcited by 4
- 2023A Counterfactual Safety Margin Perspective on the Scoring of Autonomous Vehicles' Riskinesscited by 3
- 2024What Did My Car Say? Impact of Autonomous Vehicle Explanation Errors and Driving Context On Comfort, Reliance, Satisfaction, and Driving Confidencecited by 3
- 2024Scene-Aware Explainable Multimodal Trajectory Predictioncited by 2
- 2021Lane Change Decision-Making through Deep Reinforcement Learningcited by 1
12 more
- 2023MSight: An Edge-Cloud Infrastructure-based Perception System for Connected Automated Vehiclescited by 1
- 2024Flow to Rare Events: An Application of Normalizing Flow in Temporal Importance Sampling for Automated Vehicle Validationcited by 1
- 2025Revealing the Challenges of Sim-to-Real Transfer in Model-Based Reinforcement Learning via Latent Space Modelingcited by 1
- 2026DF-ExpEnse: Diffusion Filtered Exploration for Sample Efficient Finetuningcited by 1
- 2024A Survey on Differential Privacy for SpatioTemporal Data in Transportation Researchcited by 0
- 2025Anomaly Detection in Cooperative Vehicle Perception Systems under Imperfect Communicationcited by 0
- 20253D Gaussian Splatting against Moving Objects for High-Fidelity Street Scene Reconstructioncited by 0
- 2025Trajectory Prediction in Dynamic Object Tracking: A Critical Studycited by 0
- 2026Emergency Lane-Change Simulation: A Behavioral Guidance Approach for Risky Scenario Generationcited by 0
- 2026Agentic Driving Coach: Robustness and Determinism of Agentic AI-Powered Human-in-the-Loop Cyber-Physical Systemscited by 0
- 2026Self-Aware Active Learning Enables Continual Improvement in Autonomous Drivingcited by 0
- 2026When Compliance Data Masquerades as Evaluation: Measurement Validity for Deployed AI Systemscited by 0
- 2026When Compliance Data Masquerades as Evaluation: Measurement Validity for Deployed AI Systems12 Sep 2026
- 2026Self-Aware Active Learning Enables Continual Improvement in Autonomous Driving30 Aug 2026
- 2026DF-ExpEnse: Diffusion Filtered Exploration for Sample Efficient Finetuning17 Jun 2026
- 2026Agentic Driving Coach: Robustness and Determinism of Agentic AI-Powered Human-in-the-Loop Cyber-Physical Systems13 Apr 2026
- 2026Emergency Lane-Change Simulation: A Behavioral Guidance Approach for Risky Scenario Generation8 Mar 2026
- 2026LoGeR: Long-Context Geometric Reconstruction with Hybrid Memory3 Mar 2026
- 2025Trajectory Prediction in Dynamic Object Tracking: A Critical Study24 Jun 2025
- 2025Revealing the Challenges of Sim-to-Real Transfer in Model-Based Reinforcement Learning via Latent Space Modeling15 Jun 2025
- 20253D Gaussian Splatting against Moving Objects for High-Fidelity Street Scene Reconstruction15 Mar 2025
- 2025A Survey of Sim-to-Real Methods in RL: Progress, Prospects and Challenges with Foundation Models18 Feb 2025
- 2025Anomaly Detection in Cooperative Vehicle Perception Systems under Imperfect Communication28 Jan 2025
- 2024Scene-Aware Explainable Multimodal Trajectory Prediction22 Oct 2024
12 more
- 2024What Did My Car Say? Impact of Autonomous Vehicle Explanation Errors and Driving Context On Comfort, Reliance, Satisfaction, and Driving Confidence9 Sep 2024
- 2024A Survey on Differential Privacy for SpatioTemporal Data in Transportation Research18 Jul 2024
- 2024Flow to Rare Events: An Application of Normalizing Flow in Temporal Importance Sampling for Automated Vehicle Validation10 Jul 2024
- 2024CarDreamer: Open-Source Learning Platform for World Model based Autonomous Driving15 May 2024
- 2023MSight: An Edge-Cloud Infrastructure-based Perception System for Connected Automated Vehicles8 Oct 2023
- 2023A Counterfactual Safety Margin Perspective on the Scoring of Autonomous Vehicles' Riskiness2 Aug 2023
- 2023Practical Collaborative Perception: A Framework for Asynchronous and Multi-Agent 3D Object Detection4 Jul 2023
- 2023Dynamically Conservative Self-Driving Planner for Long-Tail Cases12 May 2023
- 2022Spatiotemporal Costmap Inference for MPC via Deep Inverse Reinforcement Learning17 Jan 2022
- 2021Lane Change Decision-Making through Deep Reinforcement Learning24 Dec 2021
- 2021Reimagining an autonomous vehicle12 Aug 2021
- 2021Coverage-based Scene Fuzzing for Virtual Autonomous Driving Testing2 Jun 2021
- 2023A Counterfactual Safety Margin Perspective on the Scoring of Autonomous Vehicles' Riskinesscited by 3
- 2026Agentic Driving Coach: Robustness and Determinism of Agentic AI-Powered Human-in-the-Loop Cyber-Physical Systemscited by 0
- 2026Self-Aware Active Learning Enables Continual Improvement in Autonomous Drivingcited by 0
- 2026Self-Aware Active Learning Enables Continual Improvement in Autonomous Driving30 Aug 2026
- 2026Agentic Driving Coach: Robustness and Determinism of Agentic AI-Powered Human-in-the-Loop Cyber-Physical Systems13 Apr 2026
- 2023A Counterfactual Safety Margin Perspective on the Scoring of Autonomous Vehicles' Riskiness2 Aug 2023
- 2025A Survey of Sim-to-Real Methods in RL: Progress, Prospects and Challenges with Foundation Modelscited by 36
- 2026LoGeR: Long-Context Geometric Reconstruction with Hybrid Memorycited by 33
- 2023Dynamically Conservative Self-Driving Planner for Long-Tail Casescited by 13
- 2021Reimagining an autonomous vehiclecited by 11
- 2023Practical Collaborative Perception: A Framework for Asynchronous and Multi-Agent 3D Object Detectioncited by 6
- 2021Coverage-based Scene Fuzzing for Virtual Autonomous Driving Testingcited by 4
- 2024What Did My Car Say? Impact of Autonomous Vehicle Explanation Errors and Driving Context On Comfort, Reliance, Satisfaction, and Driving Confidencecited by 3
- 2024Scene-Aware Explainable Multimodal Trajectory Predictioncited by 2
- 2021Lane Change Decision-Making through Deep Reinforcement Learningcited by 1
- 2023MSight: An Edge-Cloud Infrastructure-based Perception System for Connected Automated Vehiclescited by 1
- 2024Flow to Rare Events: An Application of Normalizing Flow in Temporal Importance Sampling for Automated Vehicle Validationcited by 1
- 2025Revealing the Challenges of Sim-to-Real Transfer in Model-Based Reinforcement Learning via Latent Space Modelingcited by 1
12 most cited of 19 All 19 (JSON)
- 2026When Compliance Data Masquerades as Evaluation: Measurement Validity for Deployed AI Systems12 Sep 2026
- 2026DF-ExpEnse: Diffusion Filtered Exploration for Sample Efficient Finetuning17 Jun 2026
- 2026Emergency Lane-Change Simulation: A Behavioral Guidance Approach for Risky Scenario Generation8 Mar 2026
- 2026LoGeR: Long-Context Geometric Reconstruction with Hybrid Memory3 Mar 2026
- 2025Trajectory Prediction in Dynamic Object Tracking: A Critical Study24 Jun 2025
- 2025Revealing the Challenges of Sim-to-Real Transfer in Model-Based Reinforcement Learning via Latent Space Modeling15 Jun 2025
- 20253D Gaussian Splatting against Moving Objects for High-Fidelity Street Scene Reconstruction15 Mar 2025
- 2025A Survey of Sim-to-Real Methods in RL: Progress, Prospects and Challenges with Foundation Models18 Feb 2025
- 2025Anomaly Detection in Cooperative Vehicle Perception Systems under Imperfect Communication28 Jan 2025
- 2024Scene-Aware Explainable Multimodal Trajectory Prediction22 Oct 2024
- 2024What Did My Car Say? Impact of Autonomous Vehicle Explanation Errors and Driving Context On Comfort, Reliance, Satisfaction, and Driving Confidence9 Sep 2024
- 2024A Survey on Differential Privacy for SpatioTemporal Data in Transportation Research18 Jul 2024
12 newest of 19 All 19 (JSON)