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Effective preoperative planning requires accurate algorithms for segmenting anatomical structures across diverse datasets, but traditional models struggle with generalization. This study presents a novel machine learning methodology to…

Computer Vision and Pattern Recognition · Computer Science 2025-09-17 Mustafa Khanbhai , Giulia Di Nardo , Jun Ma , Vivienne Freitas , Caterina Masino , Ali Dolatabadi , Zhaoxun "Lorenz" Liu , Wey Leong , Wagner H. Souza , Amin Madani

Two-dimensional representation of 3D anatomical structures is a simple and intuitive way for analysing patient information across populations and image modalities. It also allows convenient visualizations that can be included in clinical…

In this paper, we present a fully-customized AR display design that considers the user's prescription, interpupillary distance, and taste of fashion. A free-form image combiner embedded inside the prescription lens provides augmented images…

Graphics · Computer Science 2020-02-25 Jui-Yi Wu , Jonghyun Kim

Purpose: Biopsies play a crucial role in determining the classification and staging of tumors. Ultrasound is frequently used in this procedure to provide real-time anatomical information. Using augmented reality (AR), surgeons can visualize…

Human-Computer Interaction · Computer Science 2024-12-19 Haowei Li , Wenqing Yan , Jiasheng Zhao , Yuqi Ji , Long Qian , Hui Ding , Zhe Zhao , Guangzhi Wang

A common approach to localize 3D human joints in a synchronized and calibrated multi-view setup consists of two-steps: (1) apply a 2D detector separately on each view to localize joints in 2D, and (2) perform robust triangulation on 2D…

Computer Vision and Pattern Recognition · Computer Science 2020-05-12 Yihui He , Rui Yan , Katerina Fragkiadaki , Shoou-I Yu

A major limitation of minimally invasive surgery is the difficulty in accurately locating the internal anatomical structures of the target organ due to the lack of tactile feedback and transparency. Augmented reality (AR) offers a promising…

Robotics · Computer Science 2024-09-19 Jingwei Song , Ray Zhang , Wenwei Zhang , Hao Zhou , Maani Ghaffari

Surgical planning for congenital heart disease traditionally relies on collaborative group examinations of a patient's 3D-printed heart model, a process that lacks flexibility and accessibility. While mobile augmented reality (AR) offers a…

Human-Computer Interaction · Computer Science 2025-04-15 Pratham Darrpan Mehta , Rahul Ozhur Narayanan , Vidhi Kulkarni , Timothy Slesnick , Fawwaz Shaw , Duen Horng Chau

Neurosurgery requires exceptional precision and comprehensive preoperative planning to ensure optimal patient outcomes. Despite technological advancements, there remains a need for intuitive, accessible tools to enhance surgical preparation…

Robotics · Computer Science 2024-11-06 Hon Lung Ho , Yupeng Wang , An Wang , Long Bai , Hongliang Ren

Minimally invasive surgery presents challenges such as dynamic tissue motion and a limited field of view. Accurate tissue tracking has the potential to support surgical guidance, improve safety by helping avoid damage to sensitive…

Computer Vision and Pattern Recognition · Computer Science 2025-08-12 Konrad Reuter , Suresh Guttikonda , Sarah Latus , Lennart Maack , Christian Betz , Tobias Maurer , Alexander Schlaefer

Accurate geometry representation is essential in developing finite element models. Although generally good, deep-learning segmentation approaches with only few data have difficulties in accurately segmenting fine features, e.g., gaps and…

Image and Video Processing · Electrical Eng. & Systems 2022-08-19 Peidi Xu , Faezeh Moshfeghifar , Torkan Gholamalizadeh , Michael Bachmann Nielsen , Kenny Erleben , Sune Darkner

3D ultrasound (US) imaging has shown significant benefits in enhancing the outcomes of percutaneous liver tumour ablation. Its clinical integration is crucial for transitioning 3D US into the therapeutic domain. However, challenges of…

Image and Video Processing · Electrical Eng. & Systems 2025-06-27 Shuwei Xing , Derek W. Cool , David Tessier , Elvis C. S. Chen , Terry M. Peters , Aaron Fenster

Three-dimensional (3D) reconstruction of head Computed Tomography (CT) images elucidates the intricate spatial relationships of tissue structures, thereby assisting in accurate diagnosis. Nonetheless, securing an optimal head CT scan…

Computer Vision and Pattern Recognition · Computer Science 2023-09-18 Bowen Zheng , Chenxi Huang , Yuemei Luo

Several robotic frameworks have been recently developed to assist ophthalmic surgeons in performing complex vitreoretinal procedures such as subretinal injection of advanced therapeutics. These surgical robots show promising capabilities;…

Robotics · Computer Science 2025-02-26 Satoshi Inagaki , Alireza Alikhani , Nassir Navab , Peter C. Issa , M. Ali Nasseri

Reliable human pose estimation (HPE) is essential to many clinical applications, such as surgical workflow analysis, radiation safety monitoring and human-robot cooperation. Proposed methods for the operating room (OR) rely either on…

Computer Vision and Pattern Recognition · Computer Science 2017-01-26 Abdolrahim Kadkhodamohammadi , Afshin Gangi , Michel de Mathelin , Nicolas Padoy

The integration of haptics within Augmented Reality may help to deliver an enriched experience, while facilitating the performance of specific actions (e.g. repositioning or resizin ) that are still dependent on the user's skills. This…

Human-Computer Interaction · Computer Science 2025-01-14 Diego Vaquero-Melchor , Ana M. Bernardos

The ultimate goal for an inference model is to be robust and functional in real life applications. However, training vs. test data domain gaps often negatively affect model performance. This issue is especially critical for the monocular 3D…

Computer Vision and Pattern Recognition · Computer Science 2022-01-25 Shuangjun Liu , Naveen Sehgal , Sarah Ostadabbas

Purpose: Trans-oral robotic surgery (TORS) using the da Vinci surgical robot is a new minimally-invasive surgery method to treat oropharyngeal tumors, but it is a challenging operation. Augmented reality (AR) based on intra-operative…

Artificial Intelligence (AI) and indoor sensing increasingly support decision-making in spatial environments. However, traditional visualization methods impose a substantial mental workload when viewers translate this digital information…

Human-Computer Interaction · Computer Science 2026-02-10 Xianhao Carton Liu , Difan Jia , Tongyu Nie , Evan Suma Rosenberg , Victoria Interrante , Chen Zhu-Tian

Accurate 3D reconstruction of vertebral anatomy from ultrasound is important for guiding minimally invasive spine interventions, but it remains challenging due to acoustic shadowing and view-dependent signal variations. We propose an…

Computer Vision and Pattern Recognition · Computer Science 2026-03-10 Magdalena Wysocki , Kadir Burak Buldu , Miruna-Alexandra Gafencu , Mohammad Farid Azampour , Nassir Navab

High-dose-rate (HDR) brachytherapy plays a critical role in the treatment of locally advanced cervical cancer but remains highly dependent on manual treatment planning expertise. The objective of this study is to develop a fully automated…

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