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Video reasoning models are a core component of egocentric and embodied agents. However, standard benchmarks for assessing models provide only evaluation of the output (e.g. the answer to a question), without evaluation of intermediate…

Computer Vision and Pattern Recognition · Computer Science 2026-05-18 Arsha Nagrani , Jasper Uijilings , Shyamal Buch , Tobias Weyand , Sudheendra Vijayanarasimhan , Bo Hu , Ramin Mehran , David A Ross , Cordelia Schmid

Understanding human actions from videos of first-person view poses significant challenges. Most prior approaches explore representation learning on egocentric videos only, while overlooking the potential benefit of exploiting existing…

Computer Vision and Pattern Recognition · Computer Science 2024-06-21 Jilan Xu , Yifei Huang , Junlin Hou , Guo Chen , Yuejie Zhang , Rui Feng , Weidi Xie

Human gaze offers rich supervisory signals for understanding visual attention in complex visual environments. In this paper, we propose Eyes on Target, a novel depth-aware and gaze-guided object detection framework designed for egocentric…

Computer Vision and Pattern Recognition · Computer Science 2026-03-17 Vishakha Lall , Yisi Liu

Procedure learning involves identifying the key-steps and determining their logical order to perform a task. Existing approaches commonly use third-person videos for learning the procedure, making the manipulated object small in appearance…

Computer Vision and Pattern Recognition · Computer Science 2022-07-25 Siddhant Bansal , Chetan Arora , C. V. Jawahar

Learning to perform activities through demonstration requires extracting meaningful information about the environment from observations. In this research, we investigate the challenge of planning high-level goal-oriented actions in a…

Machine Learning · Computer Science 2025-07-08 Jing Bi , Chenliang Xu

An ideal digital telepresence experience requires accurate replication of a person's body, clothing, and movements. To capture and transfer these movements into virtual reality, the egocentric (first-person) perspective can be adopted,…

Computer Vision and Pattern Recognition · Computer Science 2025-07-15 G. Kutay Türkoglu , Julian Tanke , Iheb Belgacem , Lev Markhasin

While the rapid proliferation of wearable cameras has raised significant concerns about egocentric video privacy, prior work has largely overlooked the unique privacy threats posed to the camera wearer. This work investigates the core…

Computer Vision and Pattern Recognition · Computer Science 2025-06-17 Yijiang Li , Genpei Zhang , Jiacheng Cheng , Yi Li , Xiaojun Shan , Dashan Gao , Jiancheng Lyu , Yuan Li , Ning Bi , Nuno Vasconcelos

Unlike traditional third-person cameras mounted on robots, a first-person camera, captures a person's visual sensorimotor object interactions from up close. In this paper, we study the tight interplay between our momentary visual attention…

Computer Vision and Pattern Recognition · Computer Science 2017-06-13 Gedas Bertasius , Hyun Soo Park , Stella X. Yu , Jianbo Shi

Wearable cameras allow to collect images and videos of humans interacting with the world. While human-object interactions have been thoroughly investigated in third person vision, the problem has been understudied in egocentric settings and…

Computer Vision and Pattern Recognition · Computer Science 2020-10-13 Francesco Ragusa , Antonino Furnari , Salvatore Livatino , 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…

Computer Vision and Pattern Recognition · Computer Science 2019-05-13 Estefania Talavera , Alexandre Cola , Nicolai Petkov , Petia Radeva

"Looking for things" is a mundane but critical task we repeatedly carry on in our daily life. We introduce a method to develop a human character capable of searching for a randomly located target object in a detailed 3D scene using its…

Robotics · Computer Science 2021-09-16 Maks Sorokin , Wenhao Yu , Sehoon Ha , C. Karen Liu

Spatiotemporal video grounding aims to localize target entities in videos based on textual queries. While existing research has made significant progress in exocentric videos, the egocentric setting remains relatively underexplored, despite…

Computer Vision and Pattern Recognition · Computer Science 2025-12-10 Shuo Liang , Yiwu Zhong , Zi-Yuan Hu , Yeyao Tao , Liwei Wang

Egocentric sensors such as AR/VR devices capture human-object interactions and offer the potential to provide task-assistance by recalling 3D locations of objects of interest in the surrounding environment. This capability requires instance…

Computer Vision and Pattern Recognition · Computer Science 2024-06-10 Yunhan Zhao , Haoyu Ma , Shu Kong , Charless Fowlkes

The way people look in terms of facial attributes (ethnicity, hair color, facial hair, etc.) and the clothes or accessories they wear (sunglasses, hat, hoodies, etc.) is highly dependent on geo-location and weather condition, respectively.…

Computer Vision and Pattern Recognition · Computer Science 2016-06-24 Jing Wang , Yu Cheng , Rogerio Schmidt Feris

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…

Computer Vision and Pattern Recognition · Computer Science 2022-08-17 Siwei Zhang , Qianli Ma , Yan Zhang , Zhiyin Qian , Taein Kwon , Marc Pollefeys , Federica Bogo , Siyu Tang

Equipping visitors of a cultural site with a wearable device allows to easily collect information about their preferences which can be exploited to improve the fruition of cultural goods with augmented reality. Moreover, egocentric video…

Computer Vision and Pattern Recognition · Computer Science 2020-02-04 Francesco Ragusa , Antonino Furnari , Sebastiano Battiato , Giovanni Signorello , Giovanni Maria Farinella

Multi-view egocentric dynamic scene reconstruction holds significant research value for applications in holographic documentation of social interactions. However, existing reconstruction datasets focus on static multi-view or…

Computer Vision and Pattern Recognition · Computer Science 2025-12-15 Bate Li , Houqiang Zhong , Zhengxue Cheng , Qiang Hu , Qiang Wang , Li Song , Wenjun Zhang

We introduce a method for egocentric videoconferencing that enables hands-free video calls, for instance by people wearing smart glasses or other mixed-reality devices. Videoconferencing portrays valuable non-verbal communication and face…

Imitation learning from human demonstrations offers a promising approach for robot skill acquisition, but egocentric human data introduces fundamental challenges due to the embodiment gap. During manipulation, humans actively coordinate…

Robotics · Computer Science 2026-03-11 Justin Yu , Yide Shentu , Di Wu , Pieter Abbeel , Ken Goldberg , Philipp Wu

The advent of always-on personal AI assistants, enabled by all-day wearable devices such as smart glasses, demands a new level of contextual understanding, one that goes beyond short, isolated events to encompass the continuous,…

Computer Vision and Pattern Recognition · Computer Science 2026-03-06 Aniket Rege , Arka Sadhu , Yuliang Li , Kejie Li , Ramya Korlakai Vinayak , Yuning Chai , Yong Jae Lee , Hyo Jin Kim