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Related papers: EgoExOR: An Ego-Exo-Centric Operating Room Dataset…

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Observing surgical practice has historically relied on fixed vantage points or recollections, leaving the egocentric visual perspectives that guide clinical decisions undocumented. Fixed-camera video can capture surgical workflows at the…

Operating rooms (ORs) are complex, high-stakes environments requiring precise understanding of interactions among medical staff, tools, and equipment for enhancing surgical assistance, situational awareness, and patient safety. Current…

Computer Vision and Pattern Recognition · Computer Science 2025-03-05 Ege Özsoy , Chantal Pellegrini , Tobias Czempiel , Felix Tristram , Kun Yuan , David Bani-Harouni , Ulrich Eck , Benjamin Busam , Matthias Keicher , Nassir Navab

Egocentric open-surgery videos capture rich, fine-grained details essential for accurately modeling surgical procedures and human behavior in the operating room. A detailed, pixel-level understanding of hands and surgical tools is crucial…

Computer Vision and Pattern Recognition · Computer Science 2025-03-25 Nathan Darjana , Ryo Fujii , Hideo Saito , Hiroki Kajita

Research on egocentric tasks in computer vision has mostly focused on head-mounted cameras, such as fisheye cameras or embedded cameras inside immersive headsets. We argue that the increasing miniaturization of optical sensors will lead to…

Computer Vision and Pattern Recognition · Computer Science 2025-02-26 Dominik Hollidt , Paul Streli , Jiaxi Jiang , Yasaman Haghighi , Changlin Qian , Xintong Liu , Christian Holz

Being able to map the activities of others into one's own point of view is one fundamental human skill even from a very early age. Taking a step toward understanding this human ability, we introduce EgoExoLearn, a large-scale dataset that…

Computer Vision and Pattern Recognition · Computer Science 2025-03-07 Yifei Huang , Guo Chen , Jilan Xu , Mingfang Zhang , Lijin Yang , Baoqi Pei , Hongjie Zhang , Lu Dong , Yali Wang , Limin Wang , Yu Qiao

Surgical tool detection is a fundamental task for understanding egocentric open surgery videos. However, detecting surgical tools presents significant challenges due to their highly imbalanced class distribution, similar shapes and similar…

Computer Vision and Pattern Recognition · Computer Science 2024-11-28 Ryo Fujii , Hideo Saito , Hiroki Kajita

Emergency Medical Services (EMS) are critical to patient survival in emergencies, but first responders often face intense cognitive demands in high-stakes situations. AI cognitive assistants, acting as virtual partners, have the potential…

Understanding human behavior from complementary egocentric (ego) and exocentric (exo) points of view enables the development of systems that can support workers in industrial environments and enhance their safety. However, progress in this…

Touch contact and pressure are essential for understanding how humans interact with and manipulate objects, insights which can significantly benefit applications in mixed reality and robotics. However, estimating these interactions from an…

Computer Vision and Pattern Recognition · Computer Science 2024-12-05 Yiming Zhao , Taein Kwon , Paul Streli , Marc Pollefeys , Christian Holz

Person detection and pose estimation is a key requirement to develop intelligent context-aware assistance systems. To foster the development of human pose estimation methods and their applications in the Operating Room (OR), we release the…

Computer Vision and Pattern Recognition · Computer Science 2021-08-23 Vinkle Srivastav , Thibaut Issenhuth , Abdolrahim Kadkhodamohammadi , Michel de Mathelin , Afshin Gangi , Nicolas Padoy

Surgical phase recognition has gained significant attention due to its potential to offer solutions to numerous demands of the modern operating room. However, most existing methods concentrate on minimally invasive surgery (MIS), leaving…

Computer Vision and Pattern Recognition · Computer Science 2024-11-28 Ryo Fujii , Masashi Hatano , Hideo Saito , Hiroki Kajita

The surgical usage of Mixed Reality (MR) has received growing attention in areas such as surgical navigation systems, skill assessment, and robot-assisted surgeries. For such applications, pose estimation for hand and surgical instruments…

Computer Vision and Pattern Recognition · Computer Science 2023-10-05 Rui Wang , Sophokles Ktistakis , Siwei Zhang , Mirko Meboldt , Quentin Lohmeyer

Understanding affect is central to anticipating human behavior, yet current egocentric vision benchmarks largely ignore the person's emotional states that shape their decisions and actions. Existing tasks in egocentric perception focus on…

Computer Vision and Pattern Recognition · Computer Science 2026-02-25 Matthias Jammot , Björn Braun , Paul Streli , Rafael Wampfler , Christian Holz

We present Ego-1K, a large-scale collection of time-synchronized egocentric multiview videos designed to advance neural 3D video synthesis and dynamic scene understanding. The dataset contains nearly 1,000 short egocentric videos captured…

Computer Vision and Pattern Recognition · Computer Science 2026-03-17 Jae Yong Lee , Daniel Scharstein , Akash Bapat , Hao Hu , Andrew Fu , Haoru Zhao , Paul Sammut , Xiang Li , Stephen Jeapes , Anik Gupta , Lior David , Saketh Madhuvarasu , Jay Girish Joshi , Jason Wither

Egocentric gesture recognition is a pivotal technology for enhancing natural human-computer interaction, yet traditional RGB-based solutions suffer from motion blur and illumination variations in dynamic scenarios. While event cameras show…

Computer Vision and Pattern Recognition · Computer Science 2025-07-22 Luming Wang , Hao Shi , Xiaoting Yin , Kailun Yang , Kaiwei Wang , Jian Bai

Surface electromyography (sEMG) records muscle activity during hand movement and can be decoded to recover detailed hand articulation. EMG and egocentric vision are complementary for hand sensing: EMG captures fine-grained finger…

Computer Vision and Pattern Recognition · Computer Science 2026-05-08 Ziheng Xi , Jiayi Yu , Yitao Wang , Yanbo Duan , Jianjiang Feng , Jie Zhou

Smart glass is emerging as an useful device since it provides plenty of insights under hands-busy, eyes-on-task situations. To understand the context of the wearer, 6D object pose estimation in egocentric view is becoming essential.…

Computer Vision and Pattern Recognition · Computer Science 2026-03-27 Taegyoon Yoon , Yegyu Han , Seojin Ji , Jaewoo Park , Sojeong Kim , Taein Kwon , Hyung-Sin Kim

The surgical operating room (OR) presents many opportunities for automation and optimization. Videos from various sources in the OR are becoming increasingly available. The medical community seeks to leverage this wealth of data to develop…

Computer Vision and Pattern Recognition · Computer Science 2022-09-20 Lennart Bastian , Tobias Czempiel , Christian Heiliger , Konrad Karcz , Ulrich Eck , Benjamin Busam , Nassir Navab

We introduce Ego4D, a massive-scale egocentric video dataset and benchmark suite. It offers 3,670 hours of daily-life activity video spanning hundreds of scenarios (household, outdoor, workplace, leisure, etc.) captured by 931 unique camera…

Underwater ROVs (Remotely Operated Vehicles) are indispensable for subsea exploration and task execution, yet typical teleoperation engines based on egocentric (first-person) video feeds restrict human operators' field-of-view and limit…

Robotics · Computer Science 2026-05-26 Adnan Abdullah , Ruo Chen , Ioannis Rekleitis , Md Jahidul Islam
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