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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…

计算机视觉与模式识别 · 计算机科学 2025-06-17 Yijiang Li , Genpei Zhang , Jiacheng Cheng , Yi Li , Xiaojun Shan , Dashan Gao , Jiancheng Lyu , Yuan Li , Ning Bi , Nuno Vasconcelos

Egocentric vision is essential for both human and machine visual understanding, particularly in capturing the detailed hand-object interactions needed for manipulation tasks. Translating third-person views into first-person views…

计算机视觉与模式识别 · 计算机科学 2026-03-05 Junho Park , Andrew Sangwoo Ye , Taein Kwon

Although First Person Vision systems can sense the environment from the user's perspective, they are generally unable to predict his intentions and goals. Since human activities can be decomposed in terms of atomic actions and interactions…

计算机视觉与模式识别 · 计算机科学 2019-04-11 Antonino Furnari , Sebastiano Battiato , Kristen Grauman , Giovanni Maria Farinella

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…

Building a visual summary from an egocentric photostream captured by a lifelogging wearable camera is of high interest for different applications (e.g. memory reinforcement). In this paper, we propose a new summarization method based on…

计算机视觉与模式识别 · 计算机科学 2015-05-07 Marc Bolaños , Ricard Mestre , Estefanía Talavera , Xavier Giró-i-Nieto , Petia Radeva

This paper presents a framework for recognition of human activity from egocentric video and eye tracking data obtained from a head-mounted eye tracker. Three channels of information such as eye movement, ego-motion, and visual features are…

计算机视觉与模式识别 · 计算机科学 2018-05-21 Anjith George , Aurobinda Routray

First-person vision is gaining interest as it offers a unique viewpoint on people's interaction with objects, their attention, and even intention. However, progress in this challenging domain has been relatively slow due to the lack of…

Egocentric videos capture scenes from a wearer's viewpoint, resulting in dynamic backgrounds, frequent motion, and occlusions, posing challenges to accurate keystep recognition. We propose a flexible graph-learning framework for…

计算机视觉与模式识别 · 计算机科学 2026-02-11 Julia Lee Romero , Kyle Min , Subarna Tripathi , Morteza Karimzadeh

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…

In Actor and Observer we introduced a dataset linking the first and third-person video understanding domains, the Charades-Ego Dataset. In this paper we describe the egocentric aspect of the dataset and present annotations for Charades-Ego…

计算机视觉与模式识别 · 计算机科学 2018-05-01 Gunnar A. Sigurdsson , Abhinav Gupta , Cordelia Schmid , Ali Farhadi , Karteek Alahari

We present EMBED (Egocentric Models Built with Exocentric Data), a method designed to transform exocentric video-language data for egocentric video representation learning. Large-scale exocentric data covers diverse activities with…

计算机视觉与模式识别 · 计算机科学 2024-08-08 Zi-Yi Dou , Xitong Yang , Tushar Nagarajan , Huiyu Wang , Jing Huang , Nanyun Peng , Kris Kitani , Fu-Jen Chu

As the demand for analyzing egocentric videos grows, egocentric visual attention prediction, anticipating where a camera wearer will attend, has garnered increasing attention. However, it remains challenging due to the inherent complexity…

计算机视觉与模式识别 · 计算机科学 2026-01-06 Sungjune Park , Hongda Mao , Qingshuang Chen , Yong Man Ro , Yelin Kim

Analysis and interpretation of egocentric video data is becoming more and more important with the increasing availability and use of wearable cameras. Exploring and fully understanding affinities and differences between ego and allo (or…

计算机视觉与模式识别 · 计算机科学 2019-06-11 Gaurvi Goyal , Nicoletta Noceti , Francesca Odone , Alessandra Sciutti

Cross-view video synthesis task seeks to generate video sequences of one view from another dramatically different view. In this paper, we investigate the exocentric (third-person) view to egocentric (first-person) view video generation…

计算机视觉与模式识别 · 计算机科学 2021-07-08 Gaowen Liu , Hao Tang , Hugo Latapie , Jason Corso , Yan Yan

While egocentric video is becoming increasingly popular, browsing it is very difficult. In this paper we present a compact 3D Convolutional Neural Network (CNN) architecture for long-term activity recognition in egocentric videos.…

计算机视觉与模式识别 · 计算机科学 2017-01-06 Yair Poleg , Ariel Ephrat , Shmuel Peleg , Chetan Arora

Self-supervised learning holds the promise of learning good representations from real-world continuous uncurated data streams. However, most existing works in visual self-supervised learning focus on static images or artificial data…

计算机视觉与模式识别 · 计算机科学 2025-08-13 Yanlai Yang , Mengye Ren

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

In human imitation learning, the imitator typically take the egocentric view as a benchmark, naturally transferring behaviors observed from an exocentric view to their owns, which provides inspiration for researching how robots can more…

计算机视觉与模式识别 · 计算机科学 2025-04-01 Heqian Qiu , Zhaofeng Shi , Lanxiao Wang , Huiyu Xiong , Xiang Li , Hongliang Li

Given a user wearing a low frame rate wearable camera during a day, this work aims to automatically detect the moments when the user gets engaged into a social interaction solely by reviewing the automatically captured photos by the worn…

计算机视觉与模式识别 · 计算机科学 2017-05-15 Maedeh Aghaei , Mariella Dimiccoli , Petia Radeva

Long-form egocentric video understanding provides rich contextual information and unique insights into long-term human behaviors, holding significant potential for applications in embodied intelligence, long-term activity analysis, and…

计算机视觉与模式识别 · 计算机科学 2026-01-27 Wenqi Zhou , Kai Cao , Hao Zheng , Yunze Liu , Xinyi Zheng , Miao Liu , Per Ola Kristensson , Walterio Mayol-Cuevas , Fan Zhang , Weizhe Lin , Junxiao Shen