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This paper examines the safety performance of the Waymo Driver, an SAE level 4 automated driving system (ADS) used in a rider-only (RO) ride-hailing application without a human driver, either in the vehicle or remotely. ADS crash data was…

With fully automated driving systems (ADS; SAE level 4) ride-hailing services expanding in the US, we are now approaching an inflection point, where the process of retrospectively evaluating ADS safety impact can start to yield…

SAE Level 4 Automated Driving Systems (ADSs) are deployed on public roads, including Waymo's Rider-Only (RO) ride-hailing service (without a driver behind the steering wheel). The objective of this study was to perform a retrospective…

This paper presents crash rate benchmarks for evaluating US-based Automated Driving Systems (ADS) for multiple urban areas. The purpose of this study was to extend prior benchmarks focused only on surface streets to additionally capture…

Robotics · Computer Science 2025-08-28 John M. Scanlon , Timothy L McMurry , Yin-Hsiu Chen , Kristofer D. Kusano , Trent Victor

As driverless automated driving systems (ADS) start to operate on public roads, there is an urgent need to understand how safely these systems are managing real-world traffic conditions. With data from the California Public Utilities…

Computers and Society · Computer Science 2024-03-25 Jiayu Joyce Chen , Steven E. Shladover

With the recent development of autonomous vehicle technology, there have been active efforts on the deployment of this technology at different scales that include urban and highway driving. While many of the prototypes showcased have been…

Robotics · Computer Science 2020-09-14 David Paz , Po-jung Lai , Nathan Chan , Yuqing Jiang , Henrik I. Christensen

Autonomous driving is a highly anticipated approach toward eliminating roadway fatalities. At the same time, the bar for safety is both high and costly to verify. This work considers the role of remotely-located human operators supervising…

Systems and Control · Electrical Eng. & Systems 2024-09-17 Cameron Hickert , Zhongxia Yan , Cathy Wu

The recent emergence of Distributed Acoustic Sensing (DAS) technology has facilitated the effective capture of traffic-induced seismic data. The traffic-induced seismic wave is a prominent contributor to urban vibrations and contain crucial…

Geophysics · Physics 2024-09-17 Xi Wang , Xin Liu , Songming Zhu , Zhanwen Li , Lina Gao

Advanced Driver Assistance Systems (ADAS) and Automated Driving Systems (ADS) are expected to improve comfort, productivity and, most importantly, safety for all road users. To ensure that the systems are safe, rules and regulations…

Systems and Control · Electrical Eng. & Systems 2025-02-18 Pierluigi Olleja , Gustav Markkula , Jonas Bärgman

Remote driving of vehicles is gaining in importance in the transportation sector, especially when Automated Driving Systems (ADSs) reach the limits of their system boundaries. This study investigates the challenges faced by human Remote…

Systems and Control · Electrical Eng. & Systems 2025-10-21 Ole Hans , Jürgen Adamy

This paper frames recent publications from Waymo within the broader context of the safety readiness determination for an Automated Driving System (ADS). Starting from a brief overview of safety performance outcomes reported by Waymo (i.e.,…

Software Engineering · Computer Science 2023-06-28 Francesca M. Favaro , Trent Victor , Henning Hohnhold , Scott Schnelle

Real-time safety metrics are important for the automated driving system (ADS) to assess the risk of driving situations and to assist the decision-making. Although a number of real-time safety metrics have been proposed in the literature,…

Robotics · Computer Science 2024-01-04 Xintao Yan , Shuo Feng , David J. LeBlanc , Carol Flannagan , Henry X. Liu

Vehicles equipped with automated driving capabilities have shown potential to improve safety and operations. Advanced driver assistance systems (ADAS) and automated driving systems (ADS) have been widely developed to support vehicular…

Applications · Statistics 2024-10-15 Shengxuan Ding , Mohamed Abdel-Aty , Natalia Barbour , Dongdong Wang , Zijin Wang , Ou Zheng

This paper describes Waymo's Collision Avoidance Testing (CAT) methodology: a scenario-based testing method that evaluates the safety of the Waymo Driver Automated Driving Systems' (ADS) intended functionality in conflict situations…

Robotics · Computer Science 2022-12-19 Kristofer D. Kusano , Kurt Beatty , Scott Schnelle , Francesca Favaro , Cam Crary , Trent Victor

Response timing measures play a crucial role in the assessment of automated driving systems (ADS) in collision avoidance scenarios, including but not limited to establishing human benchmarks and comparing ADS to human driver response…

Human-Computer Interaction · Computer Science 2025-07-30 Shu-Yuan Liu , Johan Engström , Gustav Markkula

Autonomous shuttles (AS) operate in several cities and have shown potential to improve the public transport network. However, there is no car following model that is based on field data and allows decision-makers to assess and plan for AS…

Robotics · Computer Science 2024-01-18 Renan Favero , Lily Elefteriadou

This paper describes the methodology for building a dynamic risk assessment for ADAS (Advanced Driving Assistance Systems) algorithms in parking scenarios, fusing exterior and interior perception for a better understanding of the scene and…

Computer Vision and Pattern Recognition · Computer Science 2024-04-08 Paola Natalia Cañas , Mikel García , Nerea Aranjuelo , Marcos Nieto , Aitor Iglesias , Igor Rodríguez

The integration of automated vehicles (AVs) into transportation systems presents an unprecedented opportunity to enhance road safety and efficiency. However, understanding the interactions between AVs and human-driven vehicles (HVs) at…

Robotics · Computer Science 2025-11-11 Saeed Rahmani , Zhenlin Xu , Simeon C. Calvert , Bart van Arem

Automated Driving Systems (ADS) hold great potential to increase safety, mobility, and equity. However, without public acceptance, none of these promises can be fulfilled. To engender public trust, many entities in the ADS community…

Computers and Society · Computer Science 2023-07-03 Scott Schnelle , Francesca M. Favaro

Human motion trajectory prediction, an essential task for autonomous systems in many domains, has been on the rise in recent years. With a multitude of new methods proposed by different communities, the lack of standardized benchmarks and…

Robotics · Computer Science 2022-07-21 Andrey Rudenko , Luigi Palmieri , Wanting Huang , Achim J. Lilienthal , Kai O. Arras
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