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How can a robot navigate successfully in rich and diverse environments, indoors or outdoors, along office corridors or trails on the grassland, on the flat ground or the staircase? To this end, this work aims to address three challenges:…

机器人学 · 计算机科学 2022-06-01 Bo Ai , Wei Gao , Vinay , David Hsu

Predicting pedestrian movements remains a complex and persistent challenge in robot navigation research. We must evaluate several factors to achieve accurate predictions, such as pedestrian interactions, the environment, crowd density, and…

机器人学 · 计算机科学 2023-09-20 Rashmi Bhaskara , Hrishikesh Viswanath , Aniket Bera

Efficient point-to-point navigation in the presence of a background flow field is important for robotic applications such as ocean surveying. In such applications, robots may only have knowledge of their immediate surroundings or be faced…

流体动力学 · 物理学 2022-01-19 Peter Gunnarson , Ioannis Mandralis , Guido Novati , Petros Koumoutsakos , John O. Dabiri

A key task in embedded vision is visual odometry (VO), which estimates camera motion from visual sensors, and it is a core component in many embedded power-constrained systems, from autonomous robots to augmented and virtual reality…

图像与视频处理 · 电气工程与系统科学 2026-04-10 Alessandro Marchei , Lorenzo Lamberti , Daniele Palossi , Luca Benini

We present a novel algorithm for computing collision-free navigation for heterogeneous road-agents such as cars, tricycles, bicycles, and pedestrians in dense traffic. Our approach currently assumes the positions, shapes, and velocities of…

机器人学 · 计算机科学 2018-11-15 Yuexin Ma , Dinesh Manocha , Wenping Wang

This paper addresses the challenge of improving learning-based monocular visual odometry (VO) in underwater environments by integrating principles of underwater optical imaging to manipulate optical flow estimation. Leveraging the inherent…

计算机视觉与模式识别 · 计算机科学 2024-07-19 Bach Nguyen Gia , Chanh Minh Tran , Kamioka Eiji , Tan Phan Xuan

GPS-based vehicle localization and tracking suffers from unstable positional information commonly experienced in tunnel segments and in dense urban areas. Also, both Visual Odometry (VO) and Visual Inertial Odometry (VIO) are susceptible to…

机器人学 · 计算机科学 2024-09-04 Yu Xiang Tan , Malika Meghjani

This paper presents a novel cascaded observer architecture that combines optical flow and IMU measurements to perform continuous monocular visual-inertial odometry (VIO). The proposed solution estimates body-frame velocity and gravity…

机器人学 · 计算机科学 2025-09-01 Tarek Bouazza , Soulaimane Berkane , Minh-Duc Hua , Tarek Hamel

Multi-robot navigation in complex environments relies on inter-robot communication and mutual observations for coordination and situational awareness. This paper studies the multi-robot navigation problem in unknown environments with…

机器人学 · 计算机科学 2025-02-24 Ruofei Bai , Shenghai Yuan , Kun Li , Hongliang Guo , Wei-Yun Yau , Lihua Xie

To navigate safely in urban environments, an autonomous vehicle (ego vehicle) must understand and anticipate its surroundings, in particular the behavior and intents of other road users (neighbors). Most of the times, multiple decision…

计算机视觉与模式识别 · 计算机科学 2020-10-23 Thibault Buhet , Emilie Wirbel , Andrei Bursuc , Xavier Perrotton

We present a novel human-aware navigation approach, where the robot learns to mimic humans to navigate safely in crowds. The presented model, referred to as DeepMoTIon, is trained with pedestrian surveillance data to predict human velocity…

机器人学 · 计算机科学 2019-08-05 Mahmoud Hamandi , Mike D'Arcy , Pooyan Fazli

This paper presents a novel tightly coupled Filter-based monocular visual-inertial-wheel odometry (VIWO) system for ground robots, designed to deliver accurate and robust localization in long-term complex outdoor navigation scenarios. As an…

机器人学 · 计算机科学 2025-03-04 Zhixin Zhang , Wenzhi Bai , Liang Zhao , Pawel Ladosz

Generally, high-level features provide more geometrical information compared to point features, which can be exploited to further constrain motions. Planes are commonplace in man-made environments, offering an active means to reduce drift,…

机器人学 · 计算机科学 2025-05-20 Yidi Zhang , Fulin Tang , Zewen Xu , Yihong Wu , Pengju Ma

The challenge of navigation in environments with dynamic objects continues to be a central issue in the study of autonomous agents. While predictive methods hold promise, their reliance on precise state information makes them less practical…

机器人学 · 计算机科学 2024-10-28 Hsuan-Kung Yang , Tsung-Chih Chiang , Ting-Ru Liu , Chun-Wei Huang , Jou-Min Liu , Chun-Yi Lee

We propose VLM-Social-Nav, a novel Vision-Language Model (VLM) based navigation approach to compute a robot's motion in human-centered environments. Our goal is to make real-time decisions on robot actions that are socially compliant with…

机器人学 · 计算机科学 2024-11-27 Daeun Song , Jing Liang , Amirreza Payandeh , Amir Hossain Raj , Xuesu Xiao , Dinesh Manocha

Visual navigation is a fundamental problem in embodied AI, yet practical deployments demand long-horizon planning capabilities to address multi-objective tasks. A major bottleneck is data scarcity: policies learned from limited data often…

机器人学 · 计算机科学 2025-10-22 Yiyuan Pan , Yunzhe Xu , Zhe Liu , Hesheng Wang

Accurate and robust localization is a fundamental need for mobile agents. Visual-inertial odometry (VIO) algorithms exploit the information from camera and inertial sensors to estimate position and translation. Recent deep learning based…

计算机视觉与模式识别 · 计算机科学 2022-09-20 Zheming Tu , Changhao Chen , Xianfei Pan , Ruochen Liu , Jiarui Cui , Jun Mao

Autonomous navigation in unstructured environments requires robots to assess terrain difficulty in real-time and plan paths that balance efficiency with safety. This thesis presents a traversability-aware navigation framework for the M4…

机器人学 · 计算机科学 2025-12-16 Hrigved Mahesh Suryawanshi

Low-feature environments are one of the main Achilles' heels of geometric computer vision (CV) algorithms. In most human-built scenes often with low features, lines can be considered complements to points. In this paper, we present a…

机器人学 · 计算机科学 2023-11-13 Yanyu Zhang , Pengxiang Zhu , Wei Ren

Course estimation is a key component for the development of autonomous navigation systems for robots. While state-of-the-art methods widely use visual-based algorithms, it is worth noting that they all fail to deal with the complexity of…

机器人学 · 计算机科学 2021-10-06 Raoul Dinaux , Nikhil Wessendorp , Julien Dupeyroux , Guido de Croon