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相关论文: Pelphix: Surgical Phase Recognition from X-ray Ima…

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Hip and pelvic fractures are serious injuries with life-threatening complications. However, diagnostic errors of fractures in pelvic X-rays (PXRs) are very common, driving the demand for computer-aided diagnosis (CAD) solutions. A major…

计算机视觉与模式识别 · 计算机科学 2020-07-14 Yirui Wang , Le Lu , Chi-Tung Cheng , Dakai Jin , Adam P. Harrison , Jing Xiao , Chien-Hung Liao , Shun Miao

Pelvic fractures, often caused by high-impact trauma, frequently require surgical intervention. Imaging techniques such as CT and 2D X-ray imaging are used to transfer the surgical plan to the operating room through image registration,…

计算机视觉与模式识别 · 计算机科学 2025-04-17 Daiqi Liu , Fuxin Fan , Andreas Maier

This paper presents an approach for surgical phase recognition using video data, aiming to provide a comprehensive understanding of surgical procedures for automated workflow analysis. The advent of robotic surgery, digitized operating…

计算机视觉与模式识别 · 计算机科学 2024-06-14 Syed Abdul Mateen , Niharika Malvia , Syed Abdul Khader , Danny Wang , Deepti Srinivasan , Chi-Fu Jeffrey Yang , Lana Schumacher , Sandeep Manjanna

X-ray image guidance enables percutaneous alternatives to complex procedures. Unfortunately, the indirect view onto the anatomy in addition to projective simplification substantially increase the task-load for the surgeon. Additional 3D…

计算机视觉与模式识别 · 计算机科学 2018-03-26 Bastian Bier , Mathias Unberath , Jan-Nico Zaech , Javad Fotouhi , Mehran Armand , Greg Osgood , Nassir Navab , Andreas Maier

The segmentation of pelvic fracture fragments in CT and X-ray images is crucial for trauma diagnosis, surgical planning, and intraoperative guidance. However, accurately and efficiently delineating the bone fragments remains a significant…

Surgical phase recognition (SPR) is an integral component of surgical data science, enabling high-level surgical analysis. End-to-end trained neural networks that predict surgical phase directly from videos have shown excellent performance…

计算机视觉与模式识别 · 计算机科学 2025-03-04 Hao Ding , Yuqian Zhang , Wenzheng Cheng , Xinyu Wang , Xu Lian , Chenhao Yu , Hongchao Shu , Ji Woong Kim , Axel Krieger , Mathias Unberath

Surgical phase recognition is crucial to providing surgery understanding in smart operating rooms. Despite great progress in automatic surgical phase recognition, most existing methods are still restricted by two problems. First, these…

计算机视觉与模式识别 · 计算机科学 2023-11-17 Xingjian Luo , You Pang , Zhen Chen , Jinlin Wu , Zongmin Zhang , Zhen Lei , Hongbin Liu

Purpose: Automated Surgical Phase Recognition (SPR) uses Artificial Intelligence (AI) to segment the surgical workflow into its key events, functioning as a building block for efficient video review, surgical education as well as skill…

图像与视频处理 · 电气工程与系统科学 2025-06-06 Marco Mezzina , Pieter De Backer , Tom Vercauteren , Matthew Blaschko , Alexandre Mottrie , Tinne Tuytelaars

Accurate surgical phase recognition is essential for analyzing procedural workflows, supporting intraoperative decision-making, and enabling data-driven improvements in surgical education and performance evaluation. In this work, we present…

Surgical phase recognition plays a crucial role in surgical workflow analysis, enabling various applications such as surgical monitoring, skill assessment, and workflow optimization. Despite significant advancements in deep learning-based…

计算机视觉与模式识别 · 计算机科学 2025-07-22 Ka Young Kim , Hyeon Bae Kim , Seong Tae Kim

Intra-operative recognition of surgical phases holds significant potential for enhancing real-time contextual awareness in the operating room. However, we argue that online recognition, while beneficial, primarily lends itself to…

计算机视觉与模式识别 · 计算机科学 2024-03-12 Maxence Boels , Yang Liu , Prokar Dasgupta , Alejandro Granados , Sebastien Ourselin

Recognizing the phases of a laparoscopic surgery (LS) operation form its video constitutes a fundamental step for efficient content representation, indexing and retrieval in surgical video databases. In the literature, most techniques focus…

计算机视觉与模式识别 · 计算机科学 2021-07-27 Constantinos Loukas

Automatic recognition of surgical phases in surgical videos is a fundamental task in surgical workflow analysis. In this report, we propose a Transformer-based method that utilizes calibrated confidence scores for a 2-stage inference…

计算机视觉与模式识别 · 计算机科学 2022-06-16 Yunfan Li , Vinayak Shenoy , Prateek Prasanna , I. V. Ramakrishnan , Haibin Ling , Himanshu Gupta

Pedicle screw insertion technique has made revolution in the surgical treatment of spinal fractures and spinal disorders. Although X- ray fluoroscopy based navigation is popular, there is risk of prolonged exposure to X- ray radiation.…

计算机视觉与模式识别 · 计算机科学 2012-03-13 Nobert Thomas Pallath , Tessamma Thomas

The present endeavor numerically exploits the use of a phase-field model to simulate and investigate fracture patterns, deformation mechanisms, damage, and mechanical responses in a human vertebra after the incision of pedicle screws under…

计算工程、金融与科学 · 计算机科学 2023-06-21 Deison Preve , Pietro Lenarda , Daniele Bianchi , Alessio Gizzi

Phase recognition plays an essential role for surgical workflow analysis in computer assisted intervention. Transformer, originally proposed for sequential data modeling in natural language processing, has been successfully applied to…

计算机视觉与模式识别 · 计算机科学 2022-09-05 Xiaoyang Zou , Wenyong Liu , Junchen Wang , Rong Tao , Guoyan Zheng

Visual cues of enforcing bilaterally symmetric anatomies as normal findings are widely used in clinical practice to disambiguate subtle abnormalities from medical images. So far, inadequate research attention has been received on…

计算机视觉与模式识别 · 计算机科学 2020-07-24 Haomin Chen , Yirui Wang , Kang Zheng , Weijian Li , Chi-Tung Cheng , Adam P. Harrison , Jing Xiao , Gregory D. Hager , Le Lu , Chien-Hung Liao , Shun Miao

Surgical phase recognition is a challenging and necessary task for the development of context-aware intelligent systems that can support medical personnel for better patient care and effective operating room management. In this paper, we…

人机交互 · 计算机科学 2023-12-12 Kubilay Can Demir , Tobias Weise , Matthias May , Axel Schmid , Andreas Maier , Seung Hee Yang

Cervical spine fractures constitute a critical medical emergency, with the potential for lifelong paralysis or even fatality if left untreated or undetected. Over time, these fractures can deteriorate without intervention. To address the…

计算机视觉与模式识别 · 计算机科学 2023-11-13 Reza Behbahani Nejad , Amir Hossein Komijani , Esmaeil Najafi

Capitalizing on image-level pre-trained models for various downstream tasks has recently emerged with promising performance. However, the paradigm of "image pre-training followed by video fine-tuning" for high-dimensional video data…

计算机视觉与模式识别 · 计算机科学 2024-10-01 Shu Yang , Zhiyuan Cai , Luyang Luo , Ning Ma , Shuchang Xu , Hao Chen
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