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Egocentric vision captures the scene from the point of view of the camera wearer, while exocentric vision captures the overall scene context. Jointly modeling ego and exo views is crucial to developing next-generation AI agents. The…

计算机视觉与模式识别 · 计算机科学 2025-05-12 Anirudh Thatipelli , Shao-Yuan Lo , Amit K. Roy-Chowdhury

Emotion Recognition (ER) is the process of analyzing and identifying human emotions from sensing data. Currently, the field heavily relies on facial expression recognition (FER) because visual channel conveys rich emotional cues. However,…

计算机视觉与模式识别 · 计算机科学 2025-12-19 Kejun Liu , Yuanyuan Liu , Lin Wei , Chang Tang , Yibing Zhan , Zijing Chen , Zhe Chen

We present a comprehensive framework for egocentric interaction recognition using markerless 3D annotations of two hands manipulating objects. To this end, we propose a method to create a unified dataset for egocentric 3D interaction…

计算机视觉与模式识别 · 计算机科学 2021-08-25 Taein Kwon , Bugra Tekin , Jan Stuhmer , Federica Bogo , Marc Pollefeys

Progress in embodied intelligence increasingly depends on scalable data infrastructure. While vision and language have scaled with internet corpora, learning physical interaction remains constrained by the lack of large, diverse, and richly…

计算机视觉与模式识别 · 计算机科学 2026-05-11 Yufan Deng , Daquan Zhou

We interact with the world with our hands and see it through our own (egocentric) perspective. A holistic 3Dunderstanding of such interactions from egocentric views is important for tasks in robotics, AR/VR, action recognition and motion…

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…

计算机视觉与模式识别 · 计算机科学 2017-06-13 Gedas Bertasius , Hyun Soo Park , Stella X. Yu , Jianbo Shi

Accurate emotion recognition is pivotal for nuanced and engaging human-computer interactions, yet remains difficult to achieve, especially in dynamic, conversation-like settings. In this study, we showcase how integrating eye-tracking data,…

人机交互 · 计算机科学 2025-11-03 Meisam Jamshidi Seikavandi , Jostein Fimland , Maria Barrett , Paolo Burelli

We present UnrealEgo, i.e., a new large-scale naturalistic dataset for egocentric 3D human pose estimation. UnrealEgo is based on an advanced concept of eyeglasses equipped with two fisheye cameras that can be used in unconstrained…

计算机视觉与模式识别 · 计算机科学 2022-08-03 Hiroyasu Akada , Jian Wang , Soshi Shimada , Masaki Takahashi , Christian Theobalt , Vladislav Golyanik

With an ever-increasing number of mobile devices competing for our attention, quantifying when, how often, or for how long users visually attend to their devices has emerged as a core challenge in mobile human-computer interaction.…

人机交互 · 计算机科学 2020-04-03 Mihai Bâce , Sander Staal , Andreas Bulling

First-person video highlights a camera-wearer's activities in the context of their persistent environment. However, current video understanding approaches reason over visual features from short video clips that are detached from the…

计算机视觉与模式识别 · 计算机科学 2023-11-13 Tushar Nagarajan , Santhosh Kumar Ramakrishnan , Ruta Desai , James Hillis , Kristen Grauman

With the surge in attention to Egocentric Hand-Object Interaction (Ego-HOI), large-scale datasets such as Ego4D and EPIC-KITCHENS have been proposed. However, most current research is built on resources derived from third-person video…

计算机视觉与模式识别 · 计算机科学 2023-09-06 Yue Xu , Yong-Lu Li , Zhemin Huang , Michael Xu Liu , Cewu Lu , Yu-Wing Tai , Chi-Keung Tang

This work presents a next-generation human-robot interface that can infer and realize the user's manipulation intention via sight only. Specifically, we develop a system that integrates near-eye-tracking and robotic manipulation to enable…

机器人学 · 计算机科学 2023-05-16 Shaochen Wang , Wei Zhang , Zhangli Zhou , Jiaxi Cao , Ziyang Chen , Kang Chen , Bin Li , Zhen Kan

Egocentric human pose estimation (HPE) using a head-mounted device is crucial for various VR and AR applications, but it faces significant challenges due to keypoint invisibility. Nevertheless, none of the existing egocentric HPE datasets…

计算机视觉与模式识别 · 计算机科学 2026-03-02 Peng Dai , Yu Zhang , Yiqiang Feng , Zhen Fan , Yang Zhang

Object affordance is an important concept in human-object interaction, providing information on action possibilities based on human motor capacity and objects' physical property thus benefiting tasks such as action anticipation and robot…

计算机视觉与模式识别 · 计算机科学 2022-06-14 Zecheng Yu , Yifei Huang , Ryosuke Furuta , Takuma Yagi , Yusuke Goutsu , Yoichi Sato

Egocentric interaction perception is one of the essential branches in investigating human-environment interaction, which lays the basis for developing next-generation intelligent systems. However, existing egocentric interaction…

计算机视觉与模式识别 · 计算机科学 2025-04-03 Yuejiao Su , Yi Wang , Qiongyang Hu , Chuang Yang , Lap-Pui Chau

In a wearable camera video, we see what the camera wearer sees. While this makes it easy to know roughly what he chose to look at, it does not immediately reveal when he was engaged with the environment. Specifically, at what moments did…

计算机视觉与模式识别 · 计算机科学 2016-04-05 Yu-Chuan Su , Kristen Grauman

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

Assessing the driver's attention and detecting various hazardous and non-hazardous events during a drive are critical for driver's safety. Attention monitoring in driving scenarios has mostly been carried out using vision (camera-based)…

人机交互 · 计算机科学 2019-05-07 Siddharth , Mohan M. Trivedi

Predicting future human behavior from egocentric videos is a challenging but critical task for human intention understanding. Existing methods for forecasting 2D hand positions rely on visual representations and mainly focus on hand-object…

计算机视觉与模式识别 · 计算机科学 2024-08-26 Masashi Hatano , Ryo Hachiuma , Hideo Saito

Being able to map the activities of others into one's own point of view is one fundamental human skill even from a very early age. Taking a step toward understanding this human ability, we introduce EgoExoLearn, a large-scale dataset that…

计算机视觉与模式识别 · 计算机科学 2025-03-07 Yifei Huang , Guo Chen , Jilan Xu , Mingfang Zhang , Lijin Yang , Baoqi Pei , Hongjie Zhang , Lu Dong , Yali Wang , Limin Wang , Yu Qiao