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Human visual system can selectively attend to parts of a scene for quick perception, a biological mechanism known as Human attention. Inspired by this, recent deep learning models encode attention mechanisms to focus on the most…

计算机视觉与模式识别 · 计算机科学 2020-07-07 Qiuxia Lai , Salman Khan , Yongwei Nie , Jianbing Shen , Hanqiu Sun , Ling Shao

Appearance-based gaze estimation methods that only require an off-the-shelf camera have significantly improved but they are still not yet widely used in the human-computer interaction (HCI) community. This is partly because it remains…

人机交互 · 计算机科学 2019-01-31 Xucong Zhang , Yusuke Sugano , Andreas Bulling

The understanding of where humans look in a scene is a problem of great interest in visual perception and computer vision. When eye-tracking devices are not a viable option, models of human attention can be used to predict fixations. In…

计算机视觉与模式识别 · 计算机科学 2018-07-30 Dario Zanca , Marco Gori

Predicting gaze behavior in virtual reality environments remains a significant challenge with implications for rendering optimization and interface design. This paper introduces a multimodal approach to VR gaze prediction that combines…

计算机视觉与模式识别 · 计算机科学 2025-11-26 Farhaan Ebadulla , Chiraag Mudlpaur , Shreya Chaurasia , Gaurav BV

Attention level estimation systems have a high potential in many use cases, such as human-robot interaction, driver modeling and smart home systems, since being able to measure a person's attention level opens the possibility to natural…

计算机视觉与模式识别 · 计算机科学 2019-01-25 Andrea Coifman , Péter Rohoska , Miklas S. Kristoffersen , Sven E. Shepstone , Zheng-Hua Tan

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

This paper proposes an approach to detect information relevance during decision-making from eye movements in order to enable user interface adaptation. This is a challenging task because gaze behavior varies greatly across individual users…

人机交互 · 计算机科学 2020-07-28 Anna Maria Feit , Lukas Vordemann , Seonwook Park , Caterina Bérubé , Otmar Hilliges

Egocentric activity recognition is one of the most challenging tasks in video analysis. It requires a fine-grained discrimination of small objects and their manipulation. While some methods base on strong supervision and attention…

计算机视觉与模式识别 · 计算机科学 2019-04-15 Swathikiran Sudhakaran , Sergio Escalera , Oswald Lanz

Determining the direction in which a person is looking is an important problem in a wide range of HCI applications. In this paper we describe a highly accurate algorithm that performs gaze estimation using an affordable and widely available…

计算机视觉与模式识别 · 计算机科学 2016-04-07 Reza Shoja Ghiass , Ognjen Arandjelovic

In this letter, we propose a new method, Multi-Clue Gaze (MCGaze), to facilitate video gaze estimation via capturing spatial-temporal interaction context among head, face, and eye in an end-to-end learning way, which has not been well…

计算机视觉与模式识别 · 计算机科学 2024-01-01 Yiran Guan , Zhuoguang Chen , Wenzheng Zeng , Zhiguo Cao , Yang Xiao

By borrowing the wisdom of human in gaze following, we propose a two-stage solution for gaze point prediction of the target persons in a scene. Specifically, in the first stage, both head image and its position are fed into a gaze direction…

计算机视觉与模式识别 · 计算机科学 2019-07-05 Dongze Lian , Zehao Yu , Shenghua Gao

Human motion prediction is important for many virtual and augmented reality (VR/AR) applications such as collision avoidance and realistic avatar generation. Existing methods have synthesised body motion only from observed past motion,…

计算机视觉与模式识别 · 计算机科学 2024-10-23 Haodong Yan , Zhiming Hu , Syn Schmitt , Andreas Bulling

Mobile gaze tracking involves inferring a user's gaze point or direction on a mobile device's screen from facial images captured by the device's front camera. While this technology inspires an increasing number of gaze-interaction…

人机交互 · 计算机科学 2025-05-30 Yaxiong Lei , Yuheng Wang , Fergus Buchanan , Mingyue Zhao , Yusuke Sugano , Shijing He , Mohamed Khamis , Juan Ye

Gaze estimation, which predicts gaze direction, commonly faces the challenge of interference from complex gaze-irrelevant information in face images. In this work, we propose DMAGaze, a novel gaze estimation framework that exploits…

计算机视觉与模式识别 · 计算机科学 2025-05-27 Haohan Chen , Hongjia Liu , Shiyong Lan , Wenwu Wang , Yixin Qiao , Yao Li , Guonan Deng

The problem of object recognition in natural scenes has been recently successfully addressed with Deep Convolutional Neuronal Networks giving a significant break-through in recognition scores. The computational efficiency of Deep CNNs as a…

计算机视觉与模式识别 · 计算机科学 2016-06-24 Philippe Pérez de San Roman , Jenny Benois-Pineau , Jean-Philippe Domenger , Florent Paclet , Daniel Cataert , Aymar de Rugy

In this paper, we present the first transformer-based model to address the challenging problem of egocentric gaze estimation. We observe that the connection between the global scene context and local visual information is vital for…

计算机视觉与模式识别 · 计算机科学 2024-10-17 Bolin Lai , Miao Liu , Fiona Ryan , James M. Rehg

Introduction: In the realm of human-computer interaction and behavioral research, accurate real-time gaze estimation is critical. Traditional methods often rely on expensive equipment or large datasets, which are impractical in many…

计算机视觉与模式识别 · 计算机科学 2024-01-02 Esther Enhui Ye , John Enzhou Ye , Joseph Ye , Jacob Ye , Runzhou Ye

Discrepancies in decision-making between Autonomous Driving Systems (ADS) and human drivers underscore the need for intuitive human gaze predictors to bridge this gap, thereby improving user trust and experience. Existing gaze datasets,…

计算机视觉与模式识别 · 计算机科学 2023-10-16 Linfeng Liang , Yao Deng , Yang Zhang , Jianchao Lu , Chen Wang , Quanzheng Sheng , Xi Zheng

Eye movements can provide informative cues to understand human visual scan/search behavior and cognitive load during varying tasks. Visualizations of real-time gaze measures during tasks, provide an understanding of human behavior as the…

人机交互 · 计算机科学 2024-09-11 Gavindya Jayawardena , Vikas Ashok , Sampath Jayarathna

Predicting human interaction is challenging as the on-going activity has to be inferred based on a partially observed video. Essentially, a good algorithm should effectively model the mutual influence between the two interacting subjects.…

计算机视觉与模式识别 · 计算机科学 2017-05-29 Yichao Yan , Bingbing Ni , Xiaokang Yang