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Peg-in-hole (PiH) assembly is a fundamental yet challenging robotic manipulation task. While reinforcement learning (RL) has shown promise in tackling such tasks, it requires extensive exploration. In this paper, we propose a novel…

机器人学 · 计算机科学 2026-04-23 Yongqiang Zhao , Xuyang Zhang , Zhuo Chen , Matteo Leonetti , Emmanouil Spyrakos-Papastavridis , Shan Luo

Traditional rigid endoscopes have challenges in flexibly treating tumors located deep in the brain, and low operability and fixed viewing angles limit its development. This study introduces a novel dual-segment flexible robotic endoscope…

Continuum manipulators in flexible endoscopic surgical systems offer high dexterity for minimally invasive procedures; however, accurate pose estimation and closed-loop control remain challenging due to hysteresis, compliance, and limited…

机器人学 · 计算机科学 2026-02-19 Junhyun Park , Chunggil An , Myeongbo Park , Ihsan Ullah , Sihyeong Park , Minho Hwang

Visual servoing, the method of controlling robot motion through feedback from visual sensors, has seen significant advancements with the integration of optical flow-based methods. However, its application remains limited by inherent…

With the high focus on autonomous aerial refueling recently, it becomes increasingly urgent to design efficient methods or algorithms to solve AAR problems in complicated aerial environments. Apart from the complex aerodynamic disturbance,…

机器人学 · 计算机科学 2023-05-30 Quan Quan , Runxiao Liu , Hao Liu , Zeqing Ma , Jinrui Ren

Classical pixel-based Visual Servoing (VS) approaches offer high accuracy but suffer from a limited convergence area due to optimization nonlinearity. Modern deep learning-based VS methods overcome traditional vision issues but lack…

机器人学 · 计算机科学 2023-10-03 Salar Asayesh , Hossein Sheikhi Darani , Mo chen , Mehran Mehrandezh , Kamal Gupta

This work proposes a fast deployment pipeline for visually-servoed robots which does not assume anything about either the robot - e.g. sizes, colour or the presence of markers - or the deployment environment. In this, accurate estimation of…

机器人学 · 计算机科学 2023-06-27 Luke Robinson , Daniele De Martini , Matthew Gadd , Paul Newman

Purpose: Surgical scene understanding plays a critical role in the technology stack of tomorrow's intervention-assisting systems in endoscopic surgeries. For this, tracking the endoscope pose is a key component, but remains challenging due…

计算机视觉与模式识别 · 计算机科学 2023-04-18 Michel Hayoz , Christopher Hahne , Mathias Gallardo , Daniel Candinas , Thomas Kurmann , Maximilian Allan , Raphael Sznitman

In this study, we investigate object grasping by visual servoing in a low-rigidity robot. It is difficult for a low-rigidity robot to handle its own body as intended compared to a rigid robot, and calibration between vision and body takes…

机器人学 · 计算机科学 2024-05-21 Kento Kawaharazuka , Naoaki Kanazawa , Kei Okada , Masayuki Inaba

Learning-based manipulation policies from image inputs often show weak task transfer capabilities. In contrast, visual servoing methods allow efficient task transfer in high-precision scenarios while requiring only a few demonstrations. In…

机器人学 · 计算机科学 2023-10-09 Max Argus , Abhijeet Nayak , Martin Büchner , Silvio Galesso , Abhinav Valada , Thomas Brox

In this paper we present a visual servoing approach to the problem of object grasping and more generally, to the problem of aligning an end-effector with an object. First we extend the method proposed by Espiau et al. [1] to the case of a…

机器人学 · 计算机科学 2023-11-22 Radu Horaud , Fadi Dornaika , Bernard Espiau

The ability to autonomously assemble structures is crucial for the development of future space infrastructure. However, the unpredictable conditions of space pose significant challenges for robotic systems, necessitating the development of…

机器人学 · 计算机科学 2025-07-14 Andrej Orsula , Matthieu Geist , Miguel Olivares-Mendez , Carol Martinez

Aiming at the difficulty of extracting image features and estimating the Jacobian matrix in image based visual servo, this paper proposes an image based visual servo approach with deep learning. With the powerful learning capabilities of…

计算机视觉与模式识别 · 计算机科学 2019-09-18 Jingshu Liu , Yuan Li

Stereo vision is essential for many applications. Currently, the synchronization of the streams coming from two cameras is done using mostly hardware. A software-based synchronization method would reduce the cost, weight and size of the…

计算机视觉与模式识别 · 计算机科学 2023-03-24 Nicolas Boizard , Kevin El Haddad , Thierry Ravet , François Cresson , Thierry Dutoit

This study tackles the representative yet challenging contact-rich peg-in-hole task of robotic assembly, using a soft wrist that can operate more safely and tolerate lower-frequency control signals than a rigid one. Previous studies often…

机器人学 · 计算机科学 2024-05-01 Hai Nguyen , Tadashi Kozuno , Cristian C. Beltran-Hernandez , Masashi Hamaya

We propose a novel deep visual odometry (VO) method that considers global information by selecting memory and refining poses. Existing learning-based methods take the VO task as a pure tracking problem via recovering camera poses from image…

机器人学 · 计算机科学 2020-08-05 Fei Xue , Xin Wang , Junqiu Wang , Hongbin Zha

We propose a visual servoing method consisting of a detection network and a velocity trajectory planner. First, the detection network estimates the objects position and orientation in the image space. Furthermore, these are normalized and…

机器人学 · 计算机科学 2024-12-13 Constantin Schempp , Christian Friedrich

One of the main challenges in peg-in-a-hole (PiH) insertion tasks is in handling the uncertainty in the location of the target hole. In order to address it, high-dimensional sensor inputs from sensor modalities such as vision, force/torque…

机器人学 · 计算机科学 2020-07-24 Yifang Liu , Diego Romeres , Devesh K. Jha , Daniel Nikovski

This paper explores how deep learning techniques can improve visual-based SLAM performance in challenging environments. By combining deep feature extraction and deep matching methods, we introduce a versatile hybrid visual SLAM system…

机器人学 · 计算机科学 2024-06-05 Zhang Xiao , Shuaixin Li

In everyday life collaboration tasks between human operators and robots, the former necessitate simple ways for programming new skills, the latter have to show adaptive capabilities to cope with environmental changes. The joint use of…

机器人学 · 计算机科学 2023-09-15 Rocco Felici , Matteo Saveriano , Loris Roveda , Antonio Paolillo