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- research-articleAugust 2024
A Review of Cloud-Edge SLAM: Toward Asynchronous Collaboration and Implicit Representation Transmission
IEEE Transactions on Intelligent Transportation Systems (ITS-TRANSACTIONS), Volume 25, Issue 11Pages 15437–15453https://doi.org/10.1109/TITS.2024.3438165The utilization of cloud infrastructure and its extensive range of Internet-accessible resources holds significant potential for advancing intelligent transportation and robotics. Over the past two decades, interest in cloud-edge collaborative ...
- research-articleJune 2023
Automatic Update for Wi-Fi Fingerprinting Indoor Localization via Multi-Target Domain Adaptation
Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies (IMWUT), Volume 7, Issue 2Article No.: 78, Pages 1–27https://doi.org/10.1145/3596239Wi-Fi fingerprinting system in the long term suffers from gradually deteriorative localization accuracy, leading to poor user experiences. To keep high accuracy yet at a low cost, we first study long-term variation of access points (APs) and ...
- research-articleFebruary 2024
Mani-GPT: A Generative Model for Interactive Robotic Manipulation
Procedia Computer Science (PROCS), Volume 226, Issue CPages 149–156https://doi.org/10.1016/j.procs.2023.10.649AbstractIn real-world scenarios, human dialogues are multi-round and diverse. Furthermore, human instructions can be unclear and human responses are unrestricted. Interactive robots face difficulties in understanding human intents and generating suitable ...
- research-articleFebruary 2024
Virtual Reality Based Robot Teleoperation via Human-Scene Interaction
Procedia Computer Science (PROCS), Volume 226, Issue CPages 141–148https://doi.org/10.1016/j.procs.2023.10.648AbstractRobot teleoperation gains great success in various situations, including chemical pollution rescue, disaster relief, and long-distance manipulation. In this article, we propose a virtual reality (VR) based robot teleoperation system to achieve ...
- research-articleFebruary 2024
Ethical Decision-making for Autonomous Driving based on LSTM Trajectory Prediction Network
Procedia Computer Science (PROCS), Volume 226, Issue CPages 134–140https://doi.org/10.1016/j.procs.2023.10.647AbstractThe development of autonomous vehicles has brought a great impact and changes to the transportation industry, offering numerous benefits in terms of safety and efficiency. How ever, one of the key challenges that autonomous driving faces is how to ...
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- research-articleMay 2022
Robotic Autonomous Trolley Collection with Progressive Perception and Nonlinear Model Predictive Control
2022 International Conference on Robotics and Automation (ICRA)Pages 4480–4486https://doi.org/10.1109/ICRA46639.2022.9812455Autonomous mobile manipulation robots that can collect trolleys are widely used to liberate human resources and fight epidemics. Most prior robotic trolley collection solutions only detect trolleys with 2D poses or are merely based on spe-cific marks and ...
- research-articleJanuary 2022
Quadrotor Autonomous Landing on Moving Platform
Procedia Computer Science (PROCS), Volume 209, Issue CPages 40–49https://doi.org/10.1016/j.procs.2022.10.097AbstractThis paper introduces a quadrotor's autonomous take-off and landing system on a moving platform. The designed system addresses three challenging problems: fast pose estimation, restricted external localization, and effective obstacle avoidance. ...
- research-articleJanuary 2022
Multi-Tree Guided Efficient Robot Motion Planning
Procedia Computer Science (PROCS), Volume 209, Issue CPages 31–39https://doi.org/10.1016/j.procs.2022.10.096AbstractMotion Planning is necessary for robots to complete different tasks. Rapidly-exploring Random Tree (RRT) and its variants have been widely used in robot motion planning due to their fast search in the state space. However, they perform not well in ...
- research-articleDecember 2021
A Nonuniform Sampling Strategy for Path Planning Using Heuristic-based Certificate Set
2021 IEEE International Conference on Robotics and Biomimetics (ROBIO)Pages 1359–1366https://doi.org/10.1109/ROBIO54168.2021.9739494Collision checking is considered one of the most time-consuming tasks in sampling-based path planning algorithms. Traditionally, sampling-based path planning methods draw samples uniformly from the state space, which samples a lot of useless states ...
- research-articleDecember 2021
Motion Planning for Hexapod Robots in Dynamic Rough Terrain Environments
2021 IEEE International Conference on Robotics and Biomimetics (ROBIO)Pages 1611–1616https://doi.org/10.1109/ROBIO54168.2021.9739381The hexapod robot is widely used in rough terrain environments due to its flexible and stable locomotion. However, it is hard for the hexapod robot to avoid the dynamic and static obstacles in real time during the motion planning process. To address this ...
- research-articleDecember 2021
Learning-based Fast Path Planning in Complex Environments
2021 IEEE International Conference on Robotics and Biomimetics (ROBIO)Pages 1351–1358https://doi.org/10.1109/ROBIO54168.2021.9739261In this paper, we present a novel path planning algorithm to achieve fast path planning in complex environments. Most existing path planning algorithms are difficult to quickly find a feasible path in complex environments or even fail. However, our ...
- research-articleMay 2021
Multibranch Learning for Angiodysplasia Segmentation with Attention-Guided Networks and Domain Adaptation
2021 IEEE International Conference on Robotics and Automation (ICRA)Pages 12373–12379https://doi.org/10.1109/ICRA48506.2021.9562100As a common cause of anemia and gastrointestinal bleeding, angiodysplasia (AD) diagnosis in wireless capsule endoscopy (WCE) images is important in clinical. Current manual review requires undivided concentration of the gastroenterologists, which is ...
- research-articleMay 2021
A Knowledge-Based Fast Motion Planning Method Through Online Environmental Feature Learning
2021 IEEE International Conference on Robotics and Automation (ICRA)Pages 8309–8315https://doi.org/10.1109/ICRA48506.2021.9561684The sampling-based partial motion planning algorithm has come into widespread application in dynamic mobile robot navigation due to its low calculation costs and excellent performance in avoiding obstacles. However, when confronted with complicated ...
- research-articleMay 2021
No Need for Interactions: Robust Model-Based Imitation Learning using Neural ODE
2021 IEEE International Conference on Robotics and Automation (ICRA)Pages 11088–11094https://doi.org/10.1109/ICRA48506.2021.9561635Interactions with either environments or expert policies during training are needed for most of the current imitation learning (IL) algorithms. For IL problems with no interactions, a typical approach is Behavior Cloning (BC). However, BC-like methods ...
- research-articleMay 2021
Efficient Heuristic Generation for Robot Path Planning with Recurrent Generative Model
2021 IEEE International Conference on Robotics and Automation (ICRA)Pages 7386–7392https://doi.org/10.1109/ICRA48506.2021.9561472Robot path planning is difficult to solve due to the contradiction between the optimality of results and the complexity of algorithms, even in 2D environments. To find an optimal path, the algorithm needs to search all the state space, which costs many ...
- review-articleMay 2021
A survey of learning‐based robot motion planning
IET Cyber-Systems and Robotics (CSY2), Volume 3, Issue 4Pages 302–314https://doi.org/10.1049/csy2.12020AbstractA fundamental task in robotics is to plan collision‐free motions among a set of obstacles. Recently, learning‐based motion‐planning methods have shown significant advantages in solving different planning problems in high‐dimensional spaces and ...
- research-articleOctober 2020
Path Planning for Nonholonomic Multiple Mobile Robot System with Applications to Robotic Autonomous Luggage Trolley Collection at Airports
2020 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)Pages 2726–2733https://doi.org/10.1109/IROS45743.2020.9341403In this paper, we propose a novel path planning algorithm for the nonholonomic multiple mobile robot system with applications to a robotic autonomous luggage trolley collection system at airports. We consider this path planning algorithm as a Multiple ...
- research-articleDecember 2019
SARL : Deep Reinforcement Learning based Human-Aware Navigation for Mobile Robot in Indoor Environments
2019 IEEE International Conference on Robotics and Biomimetics (ROBIO)Pages 688–694https://doi.org/10.1109/ROBIO49542.2019.8961764In a human-robot coexisting environment, reaching the goal position safely and efficiently is essential for a mobile service robot. In this paper, we present an advanced version of the Socially Attentive Reinforcement Learning (SARL) algorithm, namely ...
- research-articleDecember 2019
From Whole to Parts: Medical Imaging Semantic Segmentation with Very Imbalanced Data
2019 IEEE Global Communications Conference (GLOBECOM)Pages 1–6https://doi.org/10.1109/GLOBECOM38437.2019.9014112Label imbalance is an unavoidable issue for deep learning in the field of medical imaging. In terms of semantic segmentation, diseased tissues occur infrequently with very limited volumes, which exerts a strong bias to the learning of convolutional neural ...