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Egocentric cameras are becoming increasingly popular and provide us with large amounts of videos, captured from the first person perspective. At the same time, surveillance cameras and drones offer an abundance of visual information, often…

计算机视觉与模式识别 · 计算机科学 2016-08-16 Shervin Ardeshir , Ali Borji

In egocentric video understanding, the motion of hands and objects as well as their interactions play a significant role by nature. However, existing egocentric video representation learning methods mainly focus on aligning video…

计算机视觉与模式识别 · 计算机科学 2025-03-04 Baoqi Pei , Yifei Huang , Jilan Xu , Guo Chen , Yuping He , Lijin Yang , Yali Wang , Weidi Xie , Yu Qiao , Fei Wu , Limin Wang

Given a video captured from a first person perspective and the environment context of where the video is recorded, can we recognize what the person is doing and identify where the action occurs in the 3D space? We address this challenging…

计算机视觉与模式识别 · 计算机科学 2022-08-16 Miao Liu , Lingni Ma , Kiran Somasundaram , Yin Li , Kristen Grauman , James M. Rehg , Chao Li

Wearable cameras allow to acquire images and videos from the user's perspective. These data can be processed to understand humans behavior. Despite human behavior analysis has been thoroughly investigated in third person vision, it is still…

计算机视觉与模式识别 · 计算机科学 2023-07-06 Francesco Ragusa , Antonino Furnari , Giovanni Maria Farinella

Egocentric videos present unique challenges for 3D scene understanding due to rapid camera motion, frequent object occlusions, and limited object visibility. This paper introduces a novel approach to instance segmentation and tracking in…

计算机视觉与模式识别 · 计算机科学 2024-11-21 Yash Bhalgat , Vadim Tschernezki , Iro Laina , João F. Henriques , Andrea Vedaldi , Andrew Zisserman

Object handover is a common human collaboration behavior that attracts attention from researchers in Robotics and Cognitive Science. Though visual perception plays an important role in the object handover task, the whole handover process…

计算机视觉与模式识别 · 计算机科学 2021-10-28 Ruolin Ye , Wenqiang Xu , Zhendong Xue , Tutian Tang , Yanfeng Wang , Cewu Lu

Building an interactive AI assistant that can perceive, reason, and collaborate with humans in the real world has been a long-standing pursuit in the AI community. This work is part of a broader research effort to develop intelligent agents…

Egocentric 3D human pose estimation has been actively studied using cameras installed in front of a head-mounted device (HMD). While frontal placement is the optimal and the only option for some tasks, such as hand tracking, it remains…

计算机视觉与模式识别 · 计算机科学 2025-08-25 Hiroyasu Akada , Jian Wang , Vladislav Golyanik , Christian Theobalt

We study instruction-guided editing of egocentric videos for interactive AR applications. While recent AI video editors perform well on third-person footage, egocentric views present unique challenges - including rapid egomotion and…

We address the challenge of predicting human visual attention during real-world navigation by measuring and modeling egocentric pedestrian eye gaze in an outdoor campus setting. We introduce the EgoCampus dataset, which spans 25 unique…

计算机视觉与模式识别 · 计算机科学 2026-03-06 Ronan John , Aditya Kesari , Vincenzo DiMatteo , Kristin Dana

The human hand is our primary interface to the physical world, yet egocentric perception rarely knows when, where, or how forcefully it makes contact. Robust wearable tactile sensors are scarce, and no existing in-the-wild datasets align…

Hand-Object Interaction (HOI) is gaining significant attention, particularly with the creation of numerous egocentric datasets driven by AR/VR applications. However, third-person view HOI has received less attention, especially in terms of…

计算机视觉与模式识别 · 计算机科学 2024-09-17 Arya Farkhondeh , Samy Tafasca , Jean-Marc Odobez

We address the challenging task of detecting the precise moment when hands make contact with objects in egocentric videos. This frame-level detection is crucial for augmented reality, human-computer interaction, assistive technologies, and…

计算机视觉与模式识别 · 计算机科学 2026-04-15 Huy Anh Nguyen , Feras Dayoub , Minh Hoai

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…

Object understanding in egocentric visual data is arguably a fundamental research topic in egocentric vision. However, existing object datasets are either non-egocentric or have limitations in object categories, visual content, and…

计算机视觉与模式识别 · 计算机科学 2023-09-19 Chenchen Zhu , Fanyi Xiao , Andres Alvarado , Yasmine Babaei , Jiabo Hu , Hichem El-Mohri , Sean Chang Culatana , Roshan Sumbaly , Zhicheng Yan

We propose a method for annotating images of a hand manipulating an object with the 3D poses of both the hand and the object, together with a dataset created using this method. Our motivation is the current lack of annotated real images for…

计算机视觉与模式识别 · 计算机科学 2020-06-02 Shreyas Hampali , Mahdi Rad , Markus Oberweger , Vincent Lepetit

3D hand-object interaction data is scarce due to the hardware constraints in scaling up the data collection process. In this paper, we propose HOIDiffusion for generating realistic and diverse 3D hand-object interaction data. Our model is a…

计算机视觉与模式识别 · 计算机科学 2024-03-19 Mengqi Zhang , Yang Fu , Zheng Ding , Sifei Liu , Zhuowen Tu , Xiaolong Wang

Hand pose estimation (HPE) can be used for a variety of human-computer interaction applications such as gesture-based control for physical or virtual/augmented reality devices. Recent works have shown that videos or multi-view images carry…

计算机视觉与模式识别 · 计算机科学 2021-09-27 Leyla Khaleghi , Alireza Sepas Moghaddam , Joshua Marshall , Ali Etemad

Imitation learning for manipulation has a well-known data scarcity problem. Unlike natural language and 2D computer vision, there is no Internet-scale corpus of data for dexterous manipulation. One appealing option is egocentric human…

计算机视觉与模式识别 · 计算机科学 2026-03-10 Ryan Hoque , Peide Huang , David J. Yoon , Mouli Sivapurapu , Jian Zhang

A robot's ability to anticipate the 3D action target location of a hand's movement from egocentric videos can greatly improve safety and efficiency in human-robot interaction (HRI). While previous research predominantly focused on semantic…

机器人学 · 计算机科学 2024-03-11 Irving Fang , Yuzhong Chen , Yifan Wang , Jianghan Zhang , Qiushi Zhang , Jiali Xu , Xibo He , Weibo Gao , Hao Su , Yiming Li , Chen Feng