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Collision avoidance algorithms are essential for safe and efficient robot operation among pedestrians. This work proposes using deep reinforcement (RL) learning as a framework to model the complex interactions and cooperation with nearby,…

机器人学 · 计算机科学 2021-01-26 Michael Everett , Yu Fan Chen , Jonathan P. How

This paper proposes a unified control framework based on Response-Aware Risk-Constrained Control Barrier Function for dynamic safety boundary control of vehicles. Addressing the problem of physical model parameter mismatch, the framework…

最优化与控制 · 数学 2026-03-27 Qijun Liao , Jue Yang

Autonomous driving testing increasingly relies on mining safety critical scenarios from large scale naturalistic driving data, yet existing screening pipelines still depend on manual risk annotation and expensive frame by frame risk…

机器人学 · 计算机科学 2026-03-24 Chen Xiong , Ziwen Wang , Deqi Wang , Cheng Wang , Yiyang Chen , He Zhang , Chao Gou

We present a demonstration of REACT, a new Real-time Educational AI-powered Classroom Tool that employs EDM techniques for supporting the decision-making process of educators. REACT is a data-driven tool with a user-friendly graphical…

计算机与社会 · 计算机科学 2021-08-18 Ajay Kulkarni , Olga Gkountouna

Behavior-related research areas such as motion prediction/planning, representation/imitation learning, behavior modeling/generation, and algorithm testing, require support from high-quality motion datasets containing interactive driving…

In this paper, we address the problem of vision-based obstacle avoidance for robotic manipulators. This topic poses challenges for both perception and motion generation. While most work in the field aims at improving one of those aspects,…

机器人学 · 计算机科学 2020-11-02 Elie Aljalbout , Ji Chen , Konstantin Ritt , Maximilian Ulmer , Sami Haddadin

Unsignalized intersections pose significant safety and efficiency challenges due to complex traffic flows. This paper proposes a novel roadside unit (RSU)-centric cooperative driving system leveraging global perception and…

机器人学 · 计算机科学 2025-05-08 Taoyuan Yu , Kui Wang , Zongdian Li , Tao Yu , Kei Sakaguchi

For survival, a living agent must have the ability to assess risk (1) by temporally anticipating accidents before they occur, and (2) by spatially localizing risky regions in the environment to move away from threats. In this paper, we take…

计算机视觉与模式识别 · 计算机科学 2017-05-19 Kuo-Hao Zeng , Shih-Han Chou , Fu-Hsiang Chan , Juan Carlos Niebles , Min Sun

Dynamic obstacle avoidance (DOA) is critical for quadrupedal robots operating in environments with moving obstacles or humans. Existing approaches typically rely on navigation-based trajectory replanning, which assumes sufficient reaction…

机器人学 · 计算机科学 2025-08-11 Zihao Xu , Ce Hao , Chunzheng Wang , Kuankuan Sima , Fan Shi , Jin Song Dong

Recent statistics reveal an alarming increase in accidents involving pedestrians (especially children) crossing the street. A common philosophy of existing pedestrian detection approaches is that this task should be undertaken by the moving…

多智能体系统 · 计算机科学 2024-05-28 Abrar Alali , Stephan Olariu , Shubham Jain

This paper proposes a new strategy for collision avoidance system leveraging Time-to-Collision (TTC) metrics for handling cut-in scenarios, which are particularly challenging for autonomous vehicles (AVs). By integrating a deep learning…

机器人学 · 计算机科学 2025-11-27 Jamal Raiyn

Automated driving system deployment requires rigorous validation across safety-critical vehicle-pedestrian interactions, yet real-world datasets rarely capture high-risk scenarios while simulation platforms lack realistic behavior. In…

机器人学 · 计算机科学 2026-05-19 Qingwen Pu , Kun Xie , Yuan Zhu , Guocong Zhai

Multi-robot systems are increasingly being used for critical applications such as rescuing injured people, delivering food and medicines, and monitoring key areas. These applications usually involve navigating at high speeds through…

机器人学 · 计算机科学 2025-11-19 Jaskirat Singh , Rohan Chandra

In this paper, a steering action-aware Adaptive Cruise Control (ACC) approach for teleoperated road vehicles is proposed. In order to keep the vehicle in a safe state, the ACC approach can override the human operator's velocity control…

机器人学 · 计算机科学 2022-08-19 Andreas Schimpe , Domagoj Majstorovic , Frank Diermeyer

Autonomous driving decision-making at unsignalized intersections is highly challenging due to complex dynamic interactions and high conflict risks. To achieve proactive safety control, this paper proposes a deep reinforcement learning (DRL)…

人工智能 · 计算机科学 2025-10-15 Chengyang Dong , Nan Guo

The technological and scientific challenges involved in the development of autonomous vehicles (AVs) are currently of primary interest for many automobile companies and research labs. However, human-controlled vehicles are likely to remain…

机器学习 · 计算机科学 2020-06-22 Ran Emuna , Avinoam Borowsky , Armin Biess

Safety-critical scenarios are essential for training and evaluating autonomous driving (AD) systems, yet remain extremely rare in real-world driving datasets. To address this, we propose Real-world Crash Grounding (RCG), a scenario…

机器人学 · 计算机科学 2025-07-16 Benjamin Stoler , Juliet Yang , Jonathan Francis , Jean Oh

With the rapid development of autonomous driving, the attention of academia has increasingly focused on the development of anti-collision systems in emergency scenarios, which have a crucial impact on driving safety. While numerous…

机器人学 · 计算机科学 2023-04-24 Guoying Chen , Xinyu Wang , Min Hua , Wei Liu

The safe trajectory planning of intelligent and connected vehicles is a key component in autonomous driving technology. Modeling the environment risk information by field is a promising and effective approach for safe trajectory planning.…

机器人学 · 计算机科学 2025-07-01 Zeyu Han , Mengchi Cai , Chaoyi Chen , Qingwen Meng , Guangwei Wang , Ying Liu , Qing Xu , Jianqiang Wang , Keqiang Li

Security of Intelligent Transportation Systems (ITS) heavily depends on the security of the underlying components that create such a smart ecosystem. Adaptive Cruise Control (ACC) is embedded into most modern vehicles. In this report, we…

密码学与安全 · 计算机科学 2023-07-19 Mohammad Sayad Haghighi