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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…

Human-Computer Interaction · Computer Science 2025-03-21 Michael Bickford , Fayez Alruwaili , Sara Ragab , Hanna Rothenberg , Mohammad Abedin-Nasab

Deep reinforcement learning is poised to revolutionise the field of AI and represents a step towards building autonomous systems with a higher level understanding of the visual world. Currently, deep learning is enabling reinforcement…

Machine Learning · Computer Science 2017-11-15 Kai Arulkumaran , Marc Peter Deisenroth , Miles Brundage , Anil Anthony Bharath

Deep reinforcement learning is becoming increasingly popular for robot control algorithms, with the aim for a robot to self-learn useful feature representations from unstructured sensory input leading to the optimal actuation policy. In…

Robotics · Computer Science 2017-03-16 Steven Bohez , Tim Verbelen , Elias De Coninck , Bert Vankeirsbilck , Pieter Simoens , Bart Dhoedt

Most existing robotic surgery systems adopt a human-in-the-loop paradigm, often with the surgeon directly teleoperating the robotic system. Adding intelligence to these robots would enable higher-level control, such as supervised autonomy…

With the rapid advancement of technology, Augmented Reality (AR) technology, known for its ability to deeply integrate virtual information with the real world, is gradually transforming traditional work modes and teaching methods.…

Artificial Intelligence · Computer Science 2024-04-30 Keqin Li , Peng Xirui , Jintong Song , Bo Hong , Jin Wang

Deep reinforcement learning (RL) has emerged as a promising approach for autonomously acquiring complex behaviors from low level sensor observations. Although a large portion of deep RL research has focused on applications in video games…

Robotics · Computer Science 2021-02-08 Julian Ibarz , Jie Tan , Chelsea Finn , Mrinal Kalakrishnan , Peter Pastor , Sergey Levine

Augmented Reality (AR) holds the potential to revolutionize surgical procedures by allowing surgeons to visualize critical structures within the patient's body. This is achieved through superimposing preoperative organ models onto the…

Medical Physics · Physics 2024-08-07 Zheng Han , Qi Dou

In recent years, edge computing has served as a paradigm that enables many future technologies like AI, Robotics, IoT, and high-speed wireless sensor networks (like 5G) by connecting cloud computing facilities and services to the end users.…

Robotics · Computer Science 2025-06-11 Qin Yang

With continual advancements in technology, efforts to develop robots simulating human behavior have intensified. Cognitive robotics, combined with artificial intelligence (AI), has proven effective in surveying and research analysis.…

Robotics · Computer Science 2024-11-26 Hariharan Ragothaman , Harihar M , SK Guhananthan

This study considers modern surgical navigation systems based on augmented reality technologies. Augmented reality glasses are used to construct holograms of the patient's organs from MRI and CT data, subsequently transmitted to the…

This paper contributes to a taxonomy of augmented reality and robotics based on a survey of 460 research papers. Augmented and mixed reality (AR/MR) have emerged as a new way to enhance human-robot interaction (HRI) and robotic interfaces…

Robotics · Computer Science 2022-03-08 Ryo Suzuki , Adnan Karim , Tian Xia , Hooman Hedayati , Nicolai Marquardt

Automatic surgical gesture recognition is fundamental for improving intelligence in robot-assisted surgery, such as conducting complicated tasks of surgery surveillance and skill evaluation. However, current methods treat each frame…

Artificial Intelligence · Computer Science 2020-02-21 Xiaojie Gao , Yueming Jin , Qi Dou , Pheng-Ann Heng

In the context of surgery, robots can provide substantial assistance by performing small, repetitive tasks such as suturing, needle exchange, and tissue retraction, thereby enabling surgeons to concentrate on more complex aspects of the…

Machine Learning · Computer Science 2023-09-06 Amritpal Singh , Wenqi Shi , May D Wang

Extended Reality (XR) systems for physical skill training have largely emphasized simulation rather than real-time in-situ instruction. We present WeldAR, an Augmented Reality (AR) system with five learning modules that overlays real-time…

Human-Computer Interaction · Computer Science 2026-03-10 Chuhan Xu , Lia Sparingga Purnamasari , Zhenfang Chen , Daragh Byrne , Dina El-Zanfaly

With the continuous breakthroughs in core technology, the dawn of large-scale integration of robotic systems into daily human life is on the horizon. Multi-robot systems (MRS) built on this foundation are undergoing drastic evolution. The…

Robotics · Computer Science 2024-08-23 Bin Wu , C Steve Suh

Fluoroscopic X-ray guidance is a cornerstone for percutaneous orthopaedic surgical procedures. However, two-dimensional observations of the three-dimensional anatomy suffer from the effects of projective simplification. Consequently, many…

Computer Vision and Pattern Recognition · Computer Science 2018-01-08 Sebastian Andress , Alex Johnson , Mathias Unberath , Alexander Winkler , Kevin Yu , Javad Fotouhi , Simon Weidert , Greg Osgood , Nassir Navab

Purpose: Autonomous navigation of devices in endovascular interventions can decrease operation times, improve decision-making during surgery, and reduce operator radiation exposure while increasing access to treatment. This systematic…

This research introduces an innovative artificial intelligence-driven educational concept designed to optimize self-directed learning through personalized course delivery and automated teaching assistance. The system leverages fine-tuned AI…

Artificial Intelligence · Computer Science 2024-11-13 Tejas Satish Gotavade

Cognitive cooperative assistance in robot-assisted surgery holds the potential to increase quality of care in minimally invasive interventions. Automation of surgical tasks promises to reduce the mental exertion and fatigue of surgeons. In…

Robotic assisted (RA) surgery promises to transform surgical intervention. Intuitive Surgical is committed to fostering these changes and the machine learning models and algorithms that will enable them. With these goals in mind we have…

Computer Vision and Pattern Recognition · Computer Science 2026-05-19 Aneeq Zia , Max Berniker , Rogerio Garcia Nespolo , Xiaorui Zhang , Conor Perreault , Kiran Bhattacharyya , Xi Liu , Ziheng Wang , Satoshi Kondo , Satoshi Kasai , Kousuke Hirasawa , Bo Liu , David Austin , Yiheng Wang , Michal Futrega , Jean-Francois Puget , Zhenqiang Li , Yoichi Sato , Ryo Fujii , Ryo Hachiuma , Mana Masuda , Hideo Saito , An Wang , Mengya Xu , Mobarakol Islam , Long Bai , Winnie Pang , Hongliang Ren , Chinedu Nwoye , Luca Sestini , Nicolas Padoy , Maximilian Nielsen , Samuel Schüttler , Thilo Sentker , Hümeyra Husseini , Ivo Baltruschat , Rüdiger Schmitz , René Werner , Aleksandr Matsun , Mugariya Farooq , Numan Saaed , Jose Renato Restom Viera , Mohammad Yaqub , Neil Getty , Fangfang Xia , Zixuan Zhao , Xiaotian Duan , Xing Yao , Ange Lou , Hao Yang , Jintong Han , Jack Noble , Jie Ying Wu , Tamer Abdulbaki Alshirbaji , Nour Aldeen Jalal , Herag Arabian , Ning Ding , Knut Moeller , Weiliang Chen , Quan He , Muhammad Bilal , Taofeek Akinosho , Adnan Qayyum , Massimo Caputo , Hunaid Vohra , Michael Loizou , Anuoluwapo Ajayi , Ilhem Berrou , Faatihah Niyi-Odumosu , Charlie Budd , Oluwatosin Alabi , Tom Vercauteren , Ruoxi Zhao , Ayberk Acar , John Han , Jumanh Atoum , Yinhong Qin , Surong Hua , Lu Ping , Wenming Wu , Rongfeng Wei , Jinlin Wu , You Pang , Zhen Chen , Tim Jaspers , Amine Yamlahi , Piotr Kalinowski , Dominik Michael , Tim Rädsch , Marco Hübner , Danail Stoyanov , Stefanie Speidel , Lena Maier-Hein , Jie Tian , Ruxin Zhang , Khang Hoang Nguyen , Anh Quoc Nguyen , Tam Minh Nguyen , Khoi Dinh Tran , Minh Nguyen Dang Nhat , Trinh Thi Doan Pham , Linh Van Nguyen , Chunyang Jiang , Dewei Yang , Haitao Li , Yannick Prudent , Thibaut Boissin , Mahmood Alam , Shazad Ashraf , Andrew D. Beggs , Lukman Akanbi , Manuel D. Delgado , Narain Gupta , Amir M. Hajiyavand , Iqbal Qasim , Hafiz A. Alaka , Junaid Qadir , Shu Yang , Yihui Wang , Hao Chen , Shin Paul , Yosuke Yamagishi , Zhang Dong , Hongyun Li , Hongyu Gu , Xiaoliu Ding , Xiaoyao Liu , Xingyu Zhao , Mariana Ribeiro , Tiago Jesus , André Ferreira , Guilherme Barbosa , João Carvalho , Leonardo Barroso , Nuno Gomes , Rafael Peixoto , Rodrigo Ralha , Victor Alves , Stephanie , Nattapat Ittikosil , Achita Chitrapan , Quan Huu Cap , Jiayuan Huang , Shreyas C Dhake , Sergi Kavtaradze , Mobarak I Hoque , Ka Young Kim , Su Yong Yun , Young Tae Kim , Hyeon Bae Kim , Seong Tae Kim , Zuxing Deng , Ling Li , Jieyu Zheng , Xiaojian Li , Anthony Jarc
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