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We study the problem of identifying individuals based on their characteristic gaze patterns during reading of arbitrary text. The motivation for this problem is an unobtrusive biometric setting in which a user is observed during access to a…

机器学习 · 计算机科学 2016-07-20 Ahmed Abdelwahab , Reinhold Kliegl , Niels Landwehr

Enabling gaze interaction in real-time on handheld mobile devices has attracted significant attention in recent years. An increasing number of research projects have focused on sophisticated appearance-based deep learning models to enhance…

人机交互 · 计算机科学 2023-04-20 Yaxiong Lei , Yuheng Wang , Tyler Caslin , Alexander Wisowaty , Xu Zhu , Mohamed Khamis , Juan Ye

Individual feedback can help students improve their essay writing skills. However, the manual effort required to provide such feedback limits individualization in practice. Automatically-generated essay feedback may serve as an alternative…

计算与语言 · 计算机科学 2024-04-25 Maja Stahl , Leon Biermann , Andreas Nehring , Henning Wachsmuth

Mutual gaze detection, i.e., predicting whether or not two people are looking at each other, plays an important role in understanding human interactions. In this work, we focus on the task of image-based mutual gaze detection, and propose a…

计算机视觉与模式识别 · 计算机科学 2020-12-23 Bardia Doosti , Ching-Hui Chen , Raviteja Vemulapalli , Xuhui Jia , Yukun Zhu , Bradley Green

This paper presents the selective use of eye-gaze information in learning human actions in Atari games. Vast evidence suggests that our eye movement convey a wealth of information about the direction of our attention and mental states and…

机器学习 · 计算机科学 2020-12-08 Chaitanya Thammineni , Hemanth Manjunatha , Ehsan T. Esfahani

Reading comprehension, which has been defined as gaining an understanding of written text through a process of translating grapheme into meaning, is an important academic skill. Other language learning skills - writing, speaking and…

计算与语言 · 计算机科学 2021-10-25 Santosh Kumar Barnwal

Gaze estimation methods often experience significant performance degradation when evaluated across different domains, due to the domain gap between the testing and training data. Existing methods try to address this issue using various…

计算机视觉与模式识别 · 计算机科学 2024-03-11 Pengwei Yin , Guanzhong Zeng , Jingjing Wang , Di Xie

Research on automated essay scoring has become increasing important because it serves as a method for evaluating students' written-responses at scale. Scalable methods for scoring written responses are needed as students migrate to online…

计算与语言 · 计算机科学 2023-04-17 Tahereh Firoozi , Hamid Mohammadi , Mark J. Gierl

Automated grading systems, or auto-graders, have become ubiquitous in programming education, and the way they generate feedback has become increasingly automated as well. However, there is insufficient evidence regarding auto-grader…

计算机与社会 · 计算机科学 2025-07-22 Adam Zhang , Heather Burte , Jaromir Savelka , Christopher Bogart , Majd Sakr

Gaze and face tracking algorithms have traditionally battled a compromise between computational complexity and accuracy; the most accurate neural net algorithms cannot be implemented in real time, but less complex real-time algorithms…

计算机视觉与模式识别 · 计算机科学 2017-11-21 George He , Sami Oueida , Tucker Ward

Automatic eye gaze estimation is an important problem in vision based assistive technology with use cases in different emerging topics such as augmented reality, virtual reality and human-computer interaction. Over the past few years, there…

计算机视觉与模式识别 · 计算机科学 2022-08-08 Neeru Dubey , Shreya Ghosh , Abhinav Dhall

Robust gaze estimation is a challenging task, even for deep CNNs, due to the non-availability of large-scale labeled data. Moreover, gaze annotation is a time-consuming process and requires specialized hardware setups. We propose MTGLS: a…

计算机视觉与模式识别 · 计算机科学 2021-12-14 Shreya Ghosh , Munawar Hayat , Abhinav Dhall , Jarrod Knibbe

Despite decades of research on data collection and model architectures, current gaze estimation models encounter significant challenges in generalizing across diverse data domains. Recent advances in self-supervised pre-training have shown…

计算机视觉与模式识别 · 计算机科学 2025-03-14 Jiawei Qin , Xucong Zhang , Yusuke Sugano

With the escalated demand of human-machine interfaces for intelligent systems, development of gaze controlled system have become a necessity. Gaze, being the non-intrusive form of human interaction, is one of the best suited approach.…

计算机视觉与模式识别 · 计算机科学 2023-08-08 Somsukla Maiti , Akshansh Gupta

Inter-personal anatomical differences limit the accuracy of person-independent gaze estimation networks. Yet there is a need to lower gaze errors further to enable applications requiring higher quality. Further gains can be achieved by…

计算机视觉与模式识别 · 计算机科学 2019-10-15 Seonwook Park , Shalini De Mello , Pavlo Molchanov , Umar Iqbal , Otmar Hilliges , Jan Kautz

We explore whether it is possible to leverage eye-tracking data in an RNN dependency parser (for English) when such information is only available during training, i.e., no aggregated or token-level gaze features are used at inference time.…

计算与语言 · 计算机科学 2019-09-04 Michalina Strzyz , David Vilares , Carlos Gómez-Rodríguez

Automatic essay scoring (AES) refers to the process of scoring free text responses to given prompts, considering human grader scores as the gold standard. Writing such essays is an essential component of many language and aptitude exams.…

计算与语言 · 计算机科学 2017-02-09 Sowmya Vajjala

Egocentric perception on smart glasses could transform how we learn new skills in the physical world, but automatic skill assessment remains a fundamental technical challenge. We introduce SkillSight for power-efficient skill assessment…

计算机视觉与模式识别 · 计算机科学 2026-04-07 Chi Hsuan Wu , Kumar Ashutosh , Kristen Grauman

Imitation learning by behavioral cloning is a prevalent method that has achieved some success in vision-based autonomous driving. The basic idea behind behavioral cloning is to have the neural network learn from observing a human expert's…

计算机视觉与模式识别 · 计算机科学 2019-08-19 Yuying Chen , Congcong Liu , Lei Tai , Ming Liu , Bertram E. Shi

Visual gaze estimation, with its wide-ranging application scenarios, has garnered increasing attention within the research community. Although existing approaches infer gaze solely from image signals, recent advances in visual-language…

计算机视觉与模式识别 · 计算机科学 2025-03-11 Jun Wang , Hao Ruan , Liangjian Wen , Yong Dai , Mingjie Wang