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Machines are a long way from robustly solving open-world perception-control tasks, such as first-person view (FPV) aerial navigation. While recent advances in end-to-end Machine Learning, especially Imitation and Reinforcement Learning…

计算机视觉与模式识别 · 计算机科学 2020-03-10 Rogerio Bonatti , Ratnesh Madaan , Vibhav Vineet , Sebastian Scherer , Ashish Kapoor

Vision-driven autonomous flight and obstacle avoidance of Unmanned Aerial Vehicles (UAVs) along complex riverine environments for tasks like rescue and surveillance requires a robust control policy, which is yet difficult to obtain due to…

机器人学 · 计算机科学 2025-08-14 Zihan Wang , Jianwen Li , Nina Mahmoudian

Unmanned Aerial Vehicles (UAVs) are increasingly used in automated inspection, delivery, and navigation tasks that require reliable autonomy. This project develops a reinforcement learning (RL) approach to enable a single UAV to…

机器人学 · 计算机科学 2025-09-18 Salim Oyinlola , Nitesh Subedi , Soumik Sarkar

We present Vision-based Navigation with Language-based Assistance (VNLA), a grounded vision-language task where an agent with visual perception is guided via language to find objects in photorealistic indoor environments. The task emulates…

机器学习 · 计算机科学 2019-04-09 Khanh Nguyen , Debadeepta Dey , Chris Brockett , Bill Dolan

We present EgoNav, a system that enables a humanoid robot to traverse diverse, unseen environments by learning entirely from 5 hours of human walking data, with no robot data or finetuning. A diffusion model predicts distributions of…

机器人学 · 计算机科学 2026-04-02 Weizhuo Wang , Yanjie Ze , C. Karen Liu , Monroe Kennedy

Unmanned aerial vehicle (UAV)-assisted sensor networks (UASNets), which play a crucial role in creating new opportunities, are experiencing significant growth in civil applications worldwide. UASNets improve disaster management through…

信号处理 · 电气工程与系统科学 2023-12-18 Yousef Emami

This paper considers the problem of searching for a point of interest (POI) moving along an urban road network with an uncrewed aerial vehicle (UAV). The UAV is modeled as a variable-speed Dubins vehicle with a line-of-sight sensor in an…

机器人学 · 计算机科学 2025-11-12 Collin Hague , Artur Wolek

Vision-and-Language Navigation (VLN) is a challenging task that requires a robot to navigate in photo-realistic environments with human natural language promptings. Recent studies aim to handle this task by constructing the semantic spatial…

计算机视觉与模式识别 · 计算机科学 2024-03-29 Jiacui Huang , Hongtao Zhang , Mingbo Zhao , Zhou Wu

Navigation of a team of autonomous underwater vehicles (AUVs) coordinated by an unmanned surface vehicle (USV) is efficient and reliable for deep ocean exploration. AUVs depart from and return to the USV after collaborative navigation, data…

系统与控制 · 电气工程与系统科学 2025-05-13 Mohsen Eskandari , Andrey V. Savkin , Mohammad Deghat

This paper presents a study on the development of an obstacle-avoidance navigation system for autonomous navigation in home environments. The system utilizes vision-based techniques and advanced path-planning algorithms to enable the robot…

计算机视觉与模式识别 · 计算机科学 2023-07-04 Sagar Manglani

Understanding how humans leverage prior knowledge to navigate unseen environments while making exploratory decisions is essential for developing autonomous robots with similar abilities. In this work, we propose ForesightNav, a novel…

机器人学 · 计算机科学 2025-06-06 Hardik Shah , Jiaxu Xing , Nico Messikommer , Boyang Sun , Marc Pollefeys , Davide Scaramuzza

Autonomous navigation in ice-covered waters poses significant challenges due to the frequent lack of viable collision-free trajectories. When complete obstacle avoidance is infeasible, it becomes imperative for the navigation strategy to…

机器人学 · 计算机科学 2024-09-19 Ninghan Zhong , Alessandro Potenza , Stephen L. Smith

Recent advances in Iterative Vision-and-Language Navigation (IVLN) introduce a more meaningful and practical paradigm of VLN by maintaining the agent's memory across tours of scenes. Although the long-term memory aligns better with the…

计算机视觉与模式识别 · 计算机科学 2024-03-27 Ganlong Zhao , Guanbin Li , Weikai Chen , Yizhou Yu

In the past decade, Unmanned Aerial Vehicles (UAVs) have grabbed the attention of researchers in academia and industry for their potential use in critical emergency applications, such as providing wireless services to ground users and…

机器学习 · 计算机科学 2024-01-23 Marwan Dhuheir , Aiman Erbad , Ala Al-Fuqaha

In embodied vision, Instance ImageGoal Navigation (IIN) requires an agent to locate a specific object depicted in a goal image within an unexplored environment. The primary challenge of IIN arises from the need to recognize the target…

计算机视觉与模式识别 · 计算机科学 2025-02-05 Xiaohan Lei , Min Wang , Wengang Zhou , Houqiang Li

We present a novel outdoor navigation algorithm to generate stable and efficient actions to navigate a robot to reach a goal. We use a multi-stage training pipeline and show that our approach produces policies that result in stable and…

机器人学 · 计算机科学 2022-12-07 Jing Liang , Kasun Weerakoon , Tianrui Guan , Nare Karapetyan , Dinesh Manocha

Autonomous underwater vehicles (AUV) have a wide variety of applications in the marine domain, including exploration, surveying, and mapping. Their navigation systems rely heavily on fusing data from inertial sensors and a Doppler velocity…

机器人学 · 计算机科学 2025-12-16 Zeev Yampolsky , Nadav Cohen , Itzik Klein

We present DreamToNav, a novel autonomous robot framework that uses generative video models to enable intuitive, human-in-the-loop control. Instead of relying on rigid waypoint navigation, users provide natural language prompts (e.g.…

机器人学 · 计算机科学 2026-03-09 Valerii Serpiva , Jeffrin Sam , Chidera Simon , Hajira Amjad , Iana Zhura , Artem Lykov , Dzmitry Tsetserukou

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 data-driven navigation system to navigate an Unmanned Vehicle (UV) in GPS-denied, feature-deficient environments such as tunnels, or mines. The method utilizes landmarks that vehicle can deploy and measure range…

机器人学 · 计算机科学 2021-11-04 Sohum Misra , Kaarthik Sundar , Rajnikant Sharma , Kevin Brink