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The body pose of a person wearing a camera is of great interest for applications in augmented reality, healthcare, and robotics, yet much of the person's body is out of view for a typical wearable camera. We propose a learning-based…

计算机视觉与模式识别 · 计算机科学 2020-03-31 Evonne Ng , Donglai Xiang , Hanbyul Joo , Kristen Grauman

Egocentric human pose estimation aims to estimate human body poses and develop body representations from a first-person camera perspective. It has gained vast popularity in recent years because of its wide range of applications in sectors…

计算机视觉与模式识别 · 计算机科学 2024-04-19 Md Mushfiqur Azam , Kevin Desai

The analysis and use of egocentric videos for robotic tasks is made challenging by occlusion due to the hand and the visual mismatch between the human hand and a robot end-effector. In this sense, the human hand presents a nuisance.…

计算机视觉与模式识别 · 计算机科学 2023-05-26 Matthew Chang , Aditya Prakash , Saurabh Gupta

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

Modeling the cognitive and experiential factors of human navigation is central to deepening our understanding of human-environment interaction and to enabling safe social navigation and effective assistive wayfinding. Most existing methods…

机器学习 · 计算机科学 2026-03-09 Zhiwen Qiu , Ziang Liu , Wenqian Niu , Tapomayukh Bhattacharjee , Saleh Kalantari

We focus on the task of everyday hand pose estimation from egocentric viewpoints. For this task, we show that depth sensors are particularly informative for extracting near-field interactions of the camera wearer with his/her environment.…

计算机视觉与模式识别 · 计算机科学 2014-12-02 Gregory Rogez , James S. Supancic , Maryam Khademi , Jose Maria Martinez Montiel , Deva Ramanan

Multi-view egocentric hand tracking is a challenging task and plays a critical role in VR interaction. In this report, we present a method that uses multi-view input images and camera extrinsic parameters to estimate both hand shape and…

计算机视觉与模式识别 · 计算机科学 2024-10-10 Minqiang Zou , Zhi Lv , Riqiang Jin , Tian Zhan , Mochen Yu , Yao Tang , Jiajun Liang

This paper investigates the problem of understanding dynamic 3D scenes from egocentric observations, a key challenge in robotics and embodied AI. Unlike prior studies that explored this as long-form video understanding and utilized…

计算机视觉与模式识别 · 计算机科学 2025-01-10 Yue Fan , Xiaojian Ma , Rongpeng Su , Jun Guo , Rujie Wu , Xi Chen , Qing Li

The ability to predict collision-free future trajectories from egocentric observations is crucial in applications such as humanoid robotics, VR / AR, and assistive navigation. In this work, we introduce the challenging problem of predicting…

计算机视觉与模式识别 · 计算机科学 2025-08-21 Boxiao Pan , Adam W. Harley , C. Karen Liu , Leonidas J. Guibas

Understanding multimodal signals in egocentric vision, such as RGB video, depth, camera poses, and gaze, is essential for applications in augmented reality, robotics, and human-computer interaction, enabling systems to better interpret the…

计算机视觉与模式识别 · 计算机科学 2025-07-22 Gen Li , Yutong Chen , Yiqian Wu , Kaifeng Zhao , Marc Pollefeys , Siyu Tang

Perceiving the world from both egocentric (first-person) and exocentric (third-person) perspectives is fundamental to human cognition, enabling rich and complementary understanding of dynamic environments. In recent years, allowing the…

计算机视觉与模式识别 · 计算机科学 2025-06-09 Yuping He , Yifei Huang , Guo Chen , Lidong Lu , Baoqi Pei , Jilan Xu , Tong Lu , Yoichi Sato

Recent advancements in Multi-modal Large Language Models (MLLMs) have opened new avenues for applications in Embodied AI. Building on previous work, EgoThink, we introduce VidEgoThink, a comprehensive benchmark for evaluating egocentric…

计算机视觉与模式识别 · 计算机科学 2024-10-16 Sijie Cheng , Kechen Fang , Yangyang Yu , Sicheng Zhou , Bohao Li , Ye Tian , Tingguang Li , Lei Han , Yang Liu

The emergence of advanced multimodal large language models (MLLMs) has significantly enhanced AI assistants' ability to process complex information across modalities. Recently, egocentric videos, by directly capturing user focus, actions,…

计算机视觉与模式识别 · 计算机科学 2025-10-15 Taiying Peng , Jiacheng Hua , Miao Liu , Feng Lu

Recognizing people by faces and other biometrics has been extensively studied in computer vision. But these techniques do not work for identifying the wearer of an egocentric (first-person) camera because that person rarely (if ever)…

计算机视觉与模式识别 · 计算机科学 2020-11-19 Satoshi Tsutsui , Yanwei Fu , David Crandall

Understanding human intentions and actions through egocentric videos is important on the path to embodied artificial intelligence. As a branch of egocentric vision techniques, hand trajectory prediction plays a vital role in comprehending…

计算机视觉与模式识别 · 计算机科学 2025-11-17 Junyi Ma , Xieyuanli Chen , Wentao Bao , Jingyi Xu , Hesheng Wang

Egocentric action anticipation consists in predicting a future action the camera wearer will perform from egocentric video. While the task has recently attracted the attention of the research community, current approaches assume that the…

计算机视觉与模式识别 · 计算机科学 2022-02-10 Ivan Rodin , Antonino Furnari , Dimitrios Mavroeidis , Giovanni Maria Farinella

Video understanding typically requires fine-tuning the large backbone when adapting to new domains. In this paper, we leverage the egocentric video foundation models (Ego-VFMs) based on video-language pre-training and propose a…

计算机视觉与模式识别 · 计算机科学 2025-02-28 Tz-Ying Wu , Kyle Min , Subarna Tripathi , Nuno Vasconcelos

Visual grounding associates textual descriptions with objects in an image. Conventional methods target third-person image inputs and named object queries. In applications such as AI assistants, the perspective shifts -- inputs are…

计算机视觉与模式识别 · 计算机科学 2025-04-21 Pengzhan Sun , Junbin Xiao , Tze Ho Elden Tse , Yicong Li , Arjun Akula , Angela Yao

Non-verbal communication plays a particularly important role in a wide range of scenarios in Human-Robot Interaction (HRI). Accordingly, this work addresses the problem of human gesture recognition. In particular, we focus on head and eye…

计算机视觉与模式识别 · 计算机科学 2022-06-13 Javier Marina-Miranda , V. Javier Traver

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