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Accurate counting of surgical instruments in Operating Rooms (OR) is a critical prerequisite for ensuring patient safety during surgery. Despite recent progress of large visual-language models and agentic AI, accurately counting such…

计算机视觉与模式识别 · 计算机科学 2026-02-12 Rishikesh Bhyri , Brian R Quaranto , Philip J Seger , Kaity Tung , Brendan Fox , Gene Yang , Steven D. Schwaitzberg , Junsong Yuan , Nan Xi , Peter C W Kim

A significant challenge in image-guided surgery is the accurate measurement task of relevant structures such as vessel segments, resection margins, or bowel lengths. While this task is an essential component of many surgeries, it involves…

计算机视觉与模式识别 · 计算机科学 2023-11-17 Leopold Müller , Patrick Hemmer , Moritz Queisner , Igor Sauer , Simeon Allmendinger , Johannes Jakubik , Michael Vössing , Niklas Kühl

In surgical training for medical students, proficiency development relies on expert-led skill assessment, which is costly, time-limited, difficult to scale, and its expertise remains confined to institutions with available specialists.…

计算机视觉与模式识别 · 计算机科学 2026-03-30 Le Ma , Thiago Freitas dos Santos , Nadia Magnenat-Thalmann , Katarzyna Wac

Gastrointestinal (GI) bleeding is a serious medical condition that presents significant diagnostic challenges, particularly in settings with limited access to healthcare resources. Wireless Capsule Endoscopy (WCE) has emerged as a powerful…

计算机视觉与模式识别 · 计算机科学 2024-12-25 S. Balasubramanian , Ammu Abhishek , Yedu Krishna , Darshan Gera

Gastric endoscopic screening is an effective way to decide appropriate gastric cancer (GC) treatment at an early stage, reducing GC-associated mortality rate. Although artificial intelligence (AI) has brought a great promise to assist…

图像与视频处理 · 电气工程与系统科学 2023-08-16 Yujin Oh , Go Eun Bae , Kyung-Hee Kim , Min-Kyung Yeo , Jong Chul Ye

Improved surgical skill is generally associated with improved patient outcomes, although assessment is subjective; labour-intensive; and requires domain specific expertise. Automated data driven metrics can alleviate these difficulties, as…

Defective surgical instruments pose serious risks to sterility, mechanical integrity, and patient safety, increasing the likelihood of surgical complications. However, quality control in surgical instrument manufacturing often relies on…

计算机视觉与模式识别 · 计算机科学 2025-10-17 Qurrat Ul Ain , Atif Aftab Ahmed Jilani , Zunaira Shafqat , Nigar Azhar Butt

Purpose: The goal of this work is to use multi-camera video to classify open surgery tools as well as identify which tool is held in each hand. Multi-camera systems help prevent occlusions in open surgery video data. Furthermore, combining…

计算机视觉与模式识别 · 计算机科学 2021-11-12 Kristina Basiev , Adam Goldbraikh , Carla M Pugh , Shlomi Laufer

Computer-Assisted Intervention (CAI) has the potential to revolutionize modern surgery, with surgical scene understanding serving as a critical component in supporting decision-making, improving procedural efficacy, and ensuring…

Endoscopic Sinus and Skull Base Surgeries (ESSBSs) is a challenging and potentially dangerous surgical procedure, and objective skill assessment is the key components to improve the effectiveness of surgical training, to re-validate…

机器学习 · 计算机科学 2021-12-07 Yangming Li , Randall Bly , Sarah Akkina , Rajeev C. Saxena , Ian Humphreys , Mark Whipple , Kris Moe , Blake Hannaford

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…

This study introduces an AI-driven platform for continuous and passive patient monitoring in hospital settings, developed by LookDeep Health. Leveraging advanced computer vision, the platform provides real-time insights into patient…

计算机视觉与模式识别 · 计算机科学 2026-03-25 Paolo Gabriel , Peter Rehani , Tyler Troy , Tiffany Wyatt , Michael Choma , Narinder Singh

Modeling and automatically recognizing surgical activities are fundamental steps toward automation in surgery and play important roles in providing timely feedback to surgeons. Accurately recognizing surgical activities in video poses a…

图像与视频处理 · 电气工程与系统科学 2022-11-15 Abdishakour Awale , Duygu Sarikaya

Minimally invasive surgery is highly operator dependant with a lengthy procedural time causing fatigue to surgeon and risks to patients such as injury to organs, infection, bleeding, and complications of anesthesia. To mitigate such risks,…

计算机视觉与模式识别 · 计算机科学 2023-01-16 Mansoor Ali , Rafael Martinez Garcia Pena , Gilberto Ochoa Ruiz , Sharib Ali

Post-endoscopic gastrointestinal (GI) rebleeding frequently occurs within the first 72 hours after therapeutic hemostasis and remains a major cause of early morbidity and mortality. Existing non-invasive monitoring approaches primarily…

图像与视频处理 · 电气工程与系统科学 2026-01-27 Yunhao Bian , Dawei Wang , Mingyang Shen , Xinze Li , Jiayi Shi , Ziyao Zhou , Tiancheng Cao , Hen-Wei Huang

Real2Sim is becoming increasingly important with the rapid development of surgical artificial intelligence (AI) and autonomy. In this work, we propose a novel Real2Sim methodology, Instrument-Splatting, that leverages 3D Gaussian Splatting…

计算机视觉与模式识别 · 计算机科学 2025-03-18 Shuojue Yang , Zijian Wu , Mingxuan Hong , Qian Li , Daiyun Shen , Septimiu E. Salcudean , Yueming Jin

Surgical future prediction, driven by real-time AI analysis of surgical video, is critical for operating room safety and efficiency. It provides actionable insights into upcoming events, their timing, and risks-enabling better resource…

计算机视觉与模式识别 · 计算机科学 2025-10-16 Saurav Sharma , Chinedu Innocent Nwoye , Didier Mutter , Nicolas Padoy

High-quality and controllable digital twins of surgical instruments are critical for Real2Sim in robot-assisted surgery, as they enable realistic simulation, synthetic data generation, and perception learning under novel poses. We present…

机器人学 · 计算机科学 2026-03-26 Shuojue Yang , Zijian Wu , Chengjiaao Liao , Qian Li , Daiyun Shen , Chang Han Low , Septimiu E. Salcudean , Yueming Jin

Purpose: Gaze-following, the task of inferring where individuals are looking, has been widely studied in computer vision, advancing research in visual attention modeling, social scene understanding, and human-robot interaction. However,…

计算机视觉与模式识别 · 计算机科学 2026-04-23 Keqi Chen , Séraphin Baributsa , Lilien Schewski , Vinkle Srivastav , Didier Mutter , Guido Beldi , Sandra Keller , Nicolas Padoy
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