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Human actions involving hand manipulations are structured according to the making and breaking of hand-object contact, and human visual understanding of action is reliant on anticipation of contact as is demonstrated by pioneering work in…

计算机视觉与模式识别 · 计算机科学 2021-02-02 Eadom Dessalene , Chinmaya Devaraj , Michael Maynord , Cornelia Fermuller , Yiannis Aloimonos

Embodied robotic agents often perceive movies through an egocentric screen-view interface rather than native cinematic footage, introducing domain shifts such as viewpoint distortion, scale variation, illumination changes, and environmental…

计算机视觉与模式识别 · 计算机科学 2026-04-20 Ze Dong , Hao Shi , Zejia Gao , Zhonghua Yi , Kaiwei Wang , Lin Wang

Wearable egocentric cameras and machine learning have the potential to provide clinicians with a more nuanced understanding of patient hand use at home after stroke and spinal cord injury (SCI). However, they require detailed contextual…

计算机视觉与模式识别 · 计算机科学 2024-12-17 Adesh Kadambi , José Zariffa

With the rapid development of eXtended Reality (XR), egocentric spatial shooting and display technologies have further enhanced immersion and engagement for users, delivering more captivating and interactive experiences. Assessing the…

计算机视觉与模式识别 · 计算机科学 2025-08-08 Xilei Zhu , Huiyu Duan , Liu Yang , Yucheng Zhu , Xiongkuo Min , Guangtao Zhai , Patrick Le Callet

AI personal assistants, deployed through robots or wearables, require embodied understanding to collaborate effectively with humans. However, current Multimodal Large Language Models (MLLMs) primarily focus on third-person (exocentric)…

计算机视觉与模式识别 · 计算机科学 2025-12-17 Haoyu Zhang , Qiaohui Chu , Meng Liu , Haoxiang Shi , Yaowei Wang , Liqiang Nie

Egocentric videos are characterised by their ability to have the first person view. With the popularity of Google Glass and GoPro, use of egocentric videos is on the rise. Recognizing action of the wearer from egocentric videos is an…

计算机视觉与模式识别 · 计算机科学 2016-04-08 Suriya Singh , Chetan Arora , C. V. Jawahar

Understanding social interactions from egocentric views is crucial for many applications, ranging from assistive robotics to AR/VR. Key to reasoning about interactions is to understand the body pose and motion of the interaction partner…

计算机视觉与模式识别 · 计算机科学 2022-08-17 Siwei Zhang , Qianli Ma , Yan Zhang , Zhiyin Qian , Taein Kwon , Marc Pollefeys , Federica Bogo , Siyu Tang

We investigate exocentric-to-egocentric cross-view translation, which aims to generate a first-person (egocentric) view of an actor based on a video recording that captures the actor from a third-person (exocentric) perspective. To this…

计算机视觉与模式识别 · 计算机科学 2024-03-12 Mi Luo , Zihui Xue , Alex Dimakis , Kristen Grauman

Mistake action detection is crucial for developing intelligent archives that detect workers' errors and provide feedback. Existing studies have focused on visually apparent mistakes in free-style activities, resulting in video-only…

Online continual learning from data streams in dynamic environments is a critical direction in the computer vision field. However, realistic benchmarks and fundamental studies in this line are still missing. To bridge the gap, we present a…

计算机视觉与模式识别 · 计算机科学 2021-09-09 Jianren Wang , Xin Wang , Yue Shang-Guan , Abhinav Gupta

Humans develop visual intelligence through perceiving and interacting with their environment - a self-supervised learning process grounded in egocentric experience. Inspired by this, we ask how can artificial systems learn stable object…

计算机视觉与模式识别 · 计算机科学 2026-03-17 Yuting Tan , Xilong Cheng , Yunxiao Qin , Zhengnan Li , Jingjing Zhang

In this work we present our real-time egocentric body segmentation algorithm. Our algorithm achieves a frame rate of 66 fps for an input resolution of 640x480, thanks to our shallow network inspired in Thundernet's architecture. Besides, we…

计算机视觉与模式识别 · 计算机科学 2022-07-05 Ester Gonzalez-Sosa , Andrija Gajic , Diego Gonzalez-Morin , Guillermo Robledo , Pablo Perez , Alvaro Villegas

We present Ego-Only, the first approach that enables state-of-the-art action detection on egocentric (first-person) videos without any form of exocentric (third-person) transferring. Despite the content and appearance gap separating the two…

计算机视觉与模式识别 · 计算机科学 2023-05-23 Huiyu Wang , Mitesh Kumar Singh , Lorenzo Torresani

Egocentric vision aims to capture and analyse the world from the first-person perspective. We explore the possibilities for egocentric wearable devices to improve and enhance industrial use cases w.r.t. data collection, annotation,…

计算机视觉与模式识别 · 计算机科学 2024-06-13 Vivek Chavan , Oliver Heimann , Jörg Krüger

We present Ego-EXTRA, a video-language Egocentric Dataset for EXpert-TRAinee assistance. Ego-EXTRA features 50 hours of unscripted egocentric videos of subjects performing procedural activities (the trainees) while guided by real-world…

计算机视觉与模式识别 · 计算机科学 2025-12-16 Francesco Ragusa , Michele Mazzamuto , Rosario Forte , Irene D'Ambra , James Fort , Jakob Engel , Antonino Furnari , Giovanni Maria Farinella

A large number of works in egocentric vision have concentrated on action and object recognition. Detection and segmentation of hands in first-person videos, however, has less been explored. For many applications in this domain, it is…

计算机视觉与模式识别 · 计算机科学 2018-03-30 Aisha Urooj Khan , Ali Borji

In this paper, we tackle the problem of egocentric action anticipation, i.e., predicting what actions the camera wearer will perform in the near future and which objects they will interact with. Specifically, we contribute Rolling-Unrolling…

计算机视觉与模式识别 · 计算机科学 2020-05-11 Antonino Furnari , Giovanni Maria Farinella

Wearable cameras capture a first-person view of the daily activities of the camera wearer, offering a visual diary of the user behaviour. Detection of the appearance of people the camera user interacts with for social interactions analysis…

计算机视觉与模式识别 · 计算机科学 2019-05-13 Estefania Talavera , Alexandre Cola , Nicolai Petkov , Petia Radeva

Hand pose estimation from egocentric video has broad implications across various domains, including human-computer interaction, assistive technologies, activity recognition, and robotics, making it a topic of significant research interest.…

计算机视觉与模式识别 · 计算机科学 2024-09-12 Olga Taran , Damian M. Manzone , Jose Zariffa

The increasing popularity of egocentric cameras has generated growing interest in studying multi-camera interactions in shared environments. Although large-scale datasets such as Ego4D and Ego-Exo4D have propelled egocentric vision…

计算机视觉与模式识别 · 计算机科学 2025-06-03 Ziwei Zhao , Xizi Wang , Yuchen Wang , Feng Cheng , David Crandall