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Humans utilize their gaze to concentrate on essential information while perceiving and interpreting intentions in videos. Incorporating human gaze into computational algorithms can significantly enhance model performance in video…

计算机视觉与模式识别 · 计算机科学 2024-04-15 Suleyman Ozdel , Yao Rong , Berat Mert Albaba , Yen-Ling Kuo , Xi Wang , Enkelejda Kasneci

Understanding the human-object interactions (HOIs) from a video is essential to fully comprehend a visual scene. This line of research has been addressed by detecting HOIs from images and lately from videos. However, the video-based HOI…

计算机视觉与模式识别 · 计算机科学 2023-06-07 Zhifan Ni , Esteve Valls Mascaró , Hyemin Ahn , Dongheui Lee

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…

计算机视觉与模式识别 · 计算机科学 2026-03-17 Vishakha Lall , Yisi Liu

Following the gaze of people inside videos is an important signal for understanding people and their actions. In this paper, we present an approach for following gaze across views by predicting where a particular person is looking…

计算机视觉与模式识别 · 计算机科学 2016-12-12 Adrià Recasens , Carl Vondrick , Aditya Khosla , Antonio Torralba

This paper introduces a novel neural network-based reinforcement learning approach for robot gaze control. Our approach enables a robot to learn and to adapt its gaze control strategy for human-robot interaction neither with the use of…

机器人学 · 计算机科学 2019-02-18 Stéphane Lathuilière , Benoit Massé , Pablo Mesejo , Radu Horaud

Gaze following and social gaze prediction are fundamental tasks providing insights into human communication behaviors, intent, and social interactions. Most previous approaches addressed these tasks separately, either by designing highly…

计算机视觉与模式识别 · 计算机科学 2024-03-18 Anshul Gupta , Samy Tafasca , Arya Farkhondeh , Pierre Vuillecard , Jean-Marc Odobez

Gaze is a powerful form of non-verbal communication and social interaction that humans develop from an early age. As such, modeling this behavior is an important task that can benefit a broad set of application domains ranging from robotics…

计算机视觉与模式识别 · 计算机科学 2023-10-03 Samy Tafasca , Anshul Gupta , Jean-Marc Odobez

Gaze is an essential prompt for analyzing human behavior and attention. Recently, there has been an increasing interest in determining gaze direction from facial videos. However, video gaze estimation faces significant challenges, such as…

计算机视觉与模式识别 · 计算机科学 2024-04-11 Swati Jindal , Mohit Yadav , Roberto Manduchi

Imitation learning for acquiring generalizable policies often requires a large volume of demonstration data, making the process significantly costly. One promising strategy to address this challenge is to leverage the cognitive and…

机器人学 · 计算机科学 2025-06-09 Yutaro Ishida , Takamitsu Matsubara , Takayuki Kanai , Kazuhiro Shintani , Hiroshi Bito

Human gaze is known to be a strong indicator of underlying human intentions and goals during manipulation tasks. This work studies gaze patterns of human teachers demonstrating tasks to robots and proposes ways in which such patterns can be…

机器人学 · 计算机科学 2021-11-30 Akanksha Saran , Elaine Schaertl Short , Andrea Thomaz , Scott Niekum

Enabling robots to understand human gaze target is a crucial step to allow capabilities in downstream tasks, for example, attention estimation and movement anticipation in real-world human-robot interactions. Prior works have addressed the…

计算机视觉与模式识别 · 计算机科学 2025-07-02 Zhuangzhuang Dai , Vincent Gbouna Zakka , Luis J. Manso , Chen Li

In imitation learning for robotic manipulation, decomposing object manipulation tasks into sub-tasks enables the reuse of learned skills and the combination of learned behaviors to perform novel tasks, rather than simply replicating…

机器人学 · 计算机科学 2025-02-28 Ryo Takizawa , Yoshiyuki Ohmura , Yasuo Kuniyoshi

Gaze following aims to interpret human-scene interactions by predicting the person's focal point of gaze. Prevailing approaches often adopt a two-stage framework, whereby multi-modality information is extracted in the initial stage for gaze…

计算机视觉与模式识别 · 计算机科学 2024-11-15 Yuehao Song , Xinggang Wang , Jingfeng Yao , Wenyu Liu , Jinglin Zhang , Xiangmin Xu

We address the challenge of unsupervised mistake detection in egocentric video of skilled human activities through the analysis of gaze signals. While traditional methods rely on manually labeled mistakes, our approach does not require…

计算机视觉与模式识别 · 计算机科学 2025-07-17 Michele Mazzamuto , Antonino Furnari , Yoichi Sato , Giovanni Maria Farinella

Despite advances in Vision-Language-Action (VLA) models, robotic manipulation struggles with fine-grained tasks because current models lack mechanisms for active visual attention allocation. Human gaze naturally encodes intent, planning,…

计算机视觉与模式识别 · 计算机科学 2026-04-08 Anupam Pani , Yanchao Yang

We present a new computational model for gaze prediction in egocentric videos by exploring patterns in temporal shift of gaze fixations (attention transition) that are dependent on egocentric manipulation tasks. Our assumption is that the…

计算机视觉与模式识别 · 计算机科学 2018-12-05 Yifei Huang , Minjie Cai , Zhenqiang Li , Yoichi Sato

Human eye gaze plays an important role in delivering information, communicating intent, and understanding others' mental states. Previous research shows that a robot's gaze can also affect humans' decision-making and strategy during an…

机器人学 · 计算机科学 2022-08-26 Di Fu , Fares Abawi , Erik Strahl , Stefan Wermter

We address the problem of detecting attention targets in video. Our goal is to identify where each person in each frame of a video is looking, and correctly handle the case where the gaze target is out-of-frame. Our novel architecture…

计算机视觉与模式识别 · 计算机科学 2020-04-01 Eunji Chong , Yongxin Wang , Nataniel Ruiz , James M. Rehg

Online egocentric gaze estimation predicts where a camera wearer is looking from first-person video using only past and current frames, a task essential for augmented reality and assistive technologies. Unlike third-person gaze estimation,…

计算机视觉与模式识别 · 计算机科学 2026-02-06 Jia Li , Wenjie Zhao , Shijian Deng , Bolin Lai , Yuheng Wu , RUijia Chen , Jon E. Froehlich , Yuhang Zhao , Yapeng Tian

Predicting human gaze is important in Human-Computer Interaction (HCI). However, to practically serve HCI applications, gaze prediction models must be scalable, fast, and accurate in their spatial and temporal gaze predictions. Recent…

计算机视觉与模式识别 · 计算机科学 2023-07-04 Sounak Mondal , Zhibo Yang , Seoyoung Ahn , Dimitris Samaras , Gregory Zelinsky , Minh Hoai
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