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Collision avoidance is a crucial task in vision-guided autonomous navigation. Solutions based on deep reinforcement learning (DRL) has become increasingly popular. In this work, we proposed several novel agent state and reward function…

Robotics · Computer Science 2022-10-13 Sirui Song , Kirk Saunders , Ye Yue , Jundong Liu

Aerial robots are a well-established solution for exploration, monitoring, and inspection, thanks to their superior maneuverability and agility. However, in many environments, they risk crashing and sustaining damage after collisions.…

Robotics · Computer Science 2025-11-03 Anton Bredenbeck , Teaya Yang , Salua Hamaza , Mark W. Mueller

Human-robot teaming offers great potential because of the opportunities to combine strengths of heterogeneous agents. However, one of the critical challenges in realizing an effective human-robot team is efficient information exchange -…

Robotics · Computer Science 2019-09-17 Jason M. Gregory , Christopher Reardon , Kevin Lee , Geoffrey White , Ki Ng , Caitlyn Sims

We provide an experimental evaluation of a wearable augmented reality (AR) system we have developed for human-robot teams working on tasks requiring collaboration in shared physical workspace. Recent advances in AR technology have…

The integration of Unmanned Aerial Vehicles (UAVs) into Search and Rescue (SAR) missions presents a promising avenue for enhancing operational efficiency and effectiveness. However, the success of these missions is not solely dependent on…

Robotics · Computer Science 2024-02-29 Mahya Ramezani , Jose Luis Sanchez-Lopez

Mobile robots operating in crowded environments require the ability to navigate among humans and surrounding obstacles efficiently while adhering to safety standards and socially compliant mannerisms. This scale of the robot navigation…

Robotics · Computer Science 2025-08-15 Yung Chuen Ng , Qi Wen Shervina Lim , Chun Ye Tan , Zhen Hao Gan , Meng Yee Michael Chuah

Emergency response events are fast-paced, noisy, and they require teamwork to accomplish the mission. Furthermore, the increasing deployment of Unmanned Aerial Vehicles (UAVs) alongside emergency responders, demands a new form of…

Human-Computer Interaction · Computer Science 2021-10-04 Ankit Agrawal , Jane Cleland-Huang

This paper presents a data-driven approach to learning vision-based collective behavior from a simple flocking algorithm. We simulate a swarm of quadrotor drones and formulate the controller as a regression problem in which we generate 3D…

Robotics · Computer Science 2018-09-05 Fabian Schilling , Julien Lecoeur , Fabrizio Schiano , Dario Floreano

When humans work together to complete a joint task, each person builds an internal model of the situation and how it will evolve. Efficient collaboration is dependent on how these individual models overlap to form a shared mental model…

Robotics · Computer Science 2022-08-26 Wesley P. Chan , Morgan Crouch , Khoa Hoang , Charlie Chen , Nicole Robinson , Elizabeth Croft

Physical human-robot interaction has been an area of interest for decades. Collaborative tasks, such as joint compliance, demand high-quality joint torque sensing. While external torque sensors are reliable, they come with the drawbacks of…

Robotics · Computer Science 2024-03-07 Shilin Shan , Quang-Cuong Pham

Drones will play an essential role in human-machine teaming in future search and rescue (SAR) missions. We present a first prototype that finds people fully autonomously in densely occluded forests. In the course of 17 field experiments…

Computer Vision and Pattern Recognition · Computer Science 2021-05-11 D. C. Schedl , I. Kurmi , O. Bimber

Drones have become a common tool, which is utilized in many tasks such as aerial photography, surveillance, and delivery. However, operating a drone requires more and more interaction with the user. A natural and safe method for Human-Drone…

Computer Vision and Pattern Recognition · Computer Science 2022-10-10 Zdravko Marinov , Stanka Vasileva , Qing Wang , Constantin Seibold , Jiaming Zhang , Rainer Stiefelhagen

Autonomous drone swarms are a burgeoning technology with significant applications in the field of mapping, inspection, transportation and monitoring. To complete a task, each drone has to accomplish a sub-goal within the context of the…

Robotics · Computer Science 2021-01-14 Rohith Gandhi Ganesan , Samantha Kappagoda , Giuseppe Loianno , David K. A. Mordecai

Due to the limited smartness and abilities of machine intelligence, currently autonomous vehicles are still unable to handle all kinds of situations and completely replace drivers. Because humans exhibit strong robustness and adaptability…

Robotics · Computer Science 2021-04-16 Jingda Wu , Zhiyu Huang , Chao Huang , Zhongxu Hu , Peng Hang , Yang Xing , Chen Lv

Drones are conventionally controlled using joysticks, remote controllers, mobile applications, and embedded computers. A few significant issues with these approaches are that drone control is limited by the range of electromagnetic…

Robotics · Computer Science 2018-03-29 Kathiravan Natarajan , Truong-Huy D. Nguyen , Mutlu Mete

Collision avoidance algorithms are of central interest to many drone applications. In particular, decentralized approaches may be the key to enabling robust drone swarm solutions in cases where centralized communication becomes…

Robotics · Computer Science 2022-02-21 Ramzi Ourari , Kai Cui , Ahmed Elshamanhory , Heinz Koeppl

Aerial robots are evolving from avoiding obstacles to exploiting the environmental contact interactions for navigation, exploration and manipulation. A key challenge in such aerial physical interactions lies in handling uncertain contact…

Robotics · Computer Science 2026-02-24 Pongporn Supa , Alex Dunnett , Feng Xiao , Rui Wu , Mirko Kovac , Basaran Bahadir Kocer

We propose SlingDrone, a novel Mixed Reality interaction paradigm that utilizes a micro-quadrotor as both pointing controller and interactive robot with a slingshot motion type. The drone attempts to hover at a given position while the…

Robotics · Computer Science 2019-11-13 Evgeny Tsykunov , Roman Ibrahimov , Derek Vasquez , Dzmitry Tsetserukou

This paper presents a deep reinforcement learning (DRL) based controller for collective navigation of unmanned aerial vehicle (UAV) swarms in communication-denied environments, enabling robust operation in complex, obstacle-rich…

Robotics · Computer Science 2026-01-21 Myong-Yol Choi , Hankyoul Ko , Hanse Cho , Changseung Kim , Seunghwan Kim , Jaemin Seo , Hyondong Oh

Collaborative trajectory prediction can comprehensively forecast the future motion of objects through multi-view complementary information. However, it encounters two main challenges in multi-drone collaboration settings. The expansive…

Computer Vision and Pattern Recognition · Computer Science 2024-05-24 Zhechao Wang , Peirui Cheng , Mingxin Chen , Pengju Tian , Zhirui Wang , Xinming Li , Xue Yang , Xian Sun