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In contemporary training for industrial manufacturing, reconciling theoretical knowledge with practical experience continues to be a significant difficulty. As companies transition to more intricate and technology-oriented settings,…

人机交互 · 计算机科学 2025-07-30 Vladislav Li , Ilias Siniosoglou , Panagiotis Sarigiannidis , Vasileios Argyriou

Virtual Reality (VR) is rapidly increasing in popularity as a teaching tool. It allows for the creation of a highly immersive, three-dimensional virtual environment intended to simulate real-life environments. With more robots saturating…

Robotic surgery represents a major breakthrough in medical interventions, which has revolutionized surgical procedures. However, the high cost and limited accessibility of robotic surgery systems pose significant challenges for training…

机器人学 · 计算机科学 2026-04-28 Walid Shaker , Mustafa Suphi Erden

The integration of high-level assistance algorithms in surgical robotics training curricula may be beneficial in establishing a more comprehensive and robust skillset for aspiring surgeons, improving their clinical performance as a…

机器人学 · 计算机科学 2025-07-11 Alberto Rota , Ke Fan , Elena De Momi

Robotic surgery is a rapidly developing field that can greatly benefit from the automation of surgical tasks. However, training techniques such as Reinforcement Learning (RL) require a high number of task repetitions, which are generally…

机器人学 · 计算机科学 2025-06-04 Diego Dall'Alba , Michał Naskręt , Sabina Kaminska , Przemysław Korzeniowski

Modern medicine demands innovations in medical education, particularly in the learning of human anatomy, traditionally taught through textbooks, dissections, and lectures. Virtual Reality (VR) has emerged as a promising tool to address the…

人机交互 · 计算机科学 2024-11-11 Myint Zu Than , Kian Meng Yap

Surgical procedures require a high level of technical skill to ensure efficiency and patient safety. Due to the direct effect of surgeon skill on patient outcomes, the development of cost-effective and realistic training methods is…

Robot-assisted surgery has become progressively more and more popular due to its clinical advantages. In the meanwhile, the artificial intelligence and augmented reality in robotic surgery are developing rapidly and receive lots of…

机器人学 · 计算机科学 2022-03-04 Yonghao Long , Jianfeng Cao , Anton Deguet , Russell H. Taylor , Qi Dou

With the growing popularity of robotic surgery, education becomes increasingly important and urgently needed for the sake of patient safety. However, experienced surgeons have limited accessibility due to their busy clinical schedule or…

计算机视觉与模式识别 · 计算机科学 2024-03-01 Yonghao Long , Chengkun Li , Qi Dou

Robot Assisted Surgeries (RAS) have one of the steepest learning curves of any type of surgery. Because of this, methods to practice RAS outside the operating room have been developed to improve the surgeons skills. These strategies include…

人机交互 · 计算机科学 2025-03-21 Michael Bickford , Fayez Alruwaili , Sara Ragab , Hanna Rothenberg , Mohammad Abedin-Nasab

Recent advances in robot-assisted surgery have resulted in progressively more precise, efficient, and minimally invasive procedures, sparking a new era of robotic surgical intervention. This enables doctors, in collaborative interaction…

机器人学 · 计算机科学 2024-01-30 Samuel Schmidgall , Axel Krieger , Jason Eshraghian

Robot-assisted minimally invasive surgeries offer many advantages but require complex motor tasks that take surgeons years to master. There is currently a lack of knowledge on how surgeons acquire these robotic surgical skills. Toward…

机器人学 · 计算机科学 2026-01-05 Hanna Kossowsky Lev , Yarden Sharon , Alex Geftler , Ilana Nisky

Robotic surgery and novel surgical instrumentation present great potentials towards safer, more accurate and consistent minimally invasive surgery. However, their adoption is dependent to the access to training facilities and extensive…

机器人学 · 计算机科学 2018-07-24 Piyamate Wisanuvej , Petros Giataganas , Paul Riordan , Jean Nehme , Danail Stoyanov

Autonomous surgical execution relieves tedious routines and surgeon's fatigue. Recent learning-based methods, especially reinforcement learning (RL) based methods, achieve promising performance for dexterous manipulation, which usually…

机器人学 · 计算机科学 2021-08-31 Jiaqi Xu , Bin Li , Bo Lu , Yun-Hui Liu , Qi Dou , Pheng-Ann Heng

Purpose: A virtual reality (VR) system, where surgeons can practice procedures on virtual anatomies, is a scalable and cost-effective alternative to cadaveric training. The fully digitized virtual surgeries can also be used to assess the…

Virtual Reality technology, when integrated with Surgical Digital Twins (SDTs), offers significant potential in medical training and surgical planning. We present SurgTwinVR, a VR application that immerses users within an SDT and enables…

In recent years, significant progress has been made in the field of robotic reinforcement learning (RL), enabling methods that handle complex image observations, train in the real world, and incorporate auxiliary data, such as…

Robotics simulation has been an integral part of research and development in the robotics area. The simulation eliminates the possibility of harm to sensors, motors, and the physical structure of a real robot by enabling robotics…

Introduction: Safety criteria in surgical VR training are typically hard-coded and informally summarized. The Virtual Reality (VR) content creation interface, TIPS-author, for the Toolkit for Illustration of Procedures in Surgery (TIPS)…

数值分析 · 数学 2021-11-05 Ruiliang Gao , Sergei Kurenov , Erik W. Black , Jorg Peters

Deep Reinforcement Learning (DRL) is a viable solution for automating repetitive surgical subtasks due to its ability to learn complex behaviours in a dynamic environment. This task automation could lead to reduced surgeon's cognitive…

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