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Detecting AI-generated images (AIGI) remains challenging because detectors often fail to generalize to unseen generators. Although existing methods are trained on large datasets, their performance still degrades when generation settings…

Computer Vision and Pattern Recognition · Computer Science 2026-05-28 Zijie Cao , Weijie Tu , Yao Xiao , Weijian Deng , Liang Lin , Pengxu Wei

With growing abilities of generative models, artificial content detection becomes an increasingly important and difficult task. However, all popular approaches to this problem suffer from poor generalization across domains and generative…

Computer Vision and Pattern Recognition · Computer Science 2024-06-24 Tatiana Gaintseva , Laida Kushnareva , German Magai , Irina Piontkovskaya , Sergey Nikolenko , Martin Benning , Serguei Barannikov , Gregory Slabaugh

The automated analysis of human behaviour provides many opportunities for the creation of interactive systems and the post-experiment investigations for user studies. Commodity depth cameras offer reasonable body tracking accuracy at a low…

Human-Computer Interaction · Computer Science 2025-06-25 Adrien Coppens , Valérie Maquil

In this work, we analyze how human gaze during reading comprehension is conditioned on the given reading comprehension question, and whether this signal can be beneficial for machine reading comprehension. To this end, we collect a new…

Computation and Language · Computer Science 2020-10-16 Jonathan Malmaud , Roger Levy , Yevgeni Berzak

This report presents our team's 'PCIE_LAM' solution for the Ego4D Looking At Me Challenge at CVPR2024. The main goal of the challenge is to accurately determine if a person in the scene is looking at the camera wearer, based on a video…

Computer Vision and Pattern Recognition · Computer Science 2024-06-19 Kanokphan Lertniphonphan , Jun Xie , Yaqing Meng , Shijing Wang , Feng Chen , Zhepeng Wang

This paper examines the key factors that influence the performance of state-of-the-art gaze-based authentication. Experiments were conducted on a large-scale, in-house dataset comprising 8,849 subjects collected with Meta Quest Pro…

Computer Vision and Pattern Recognition · Computer Science 2026-04-01 Dillon Lohr , Michael J Proulx , Mehedi Hasan Raju , Oleg V Komogortsev

Recent advances in Generative AI (GenAI) have led to significant improvements in the quality of generated visual content. As AI-generated visual content becomes increasingly indistinguishable from real content, the challenge of detecting…

Computer Vision and Pattern Recognition · Computer Science 2025-07-18 Keerthi Veeramachaneni , Praveen Tirupattur , Amrit Singh Bedi , Mubarak Shah

Student disengagement in online learning has become a critical challenge, particularly post-pandemic. This review explores deep learning techniques used to detect disengagement, emphasizing computer vision and affective computing as…

Human-Computer Interaction · Computer Science 2024-11-19 Ahmed Mohamed , Mostafa Ali , Shahd Ahmed , Nouran Hani , Mohammed Hisham , Meram Mahmoud

Purpose: Gaze-following, the task of inferring where individuals are looking, has been widely studied in computer vision, advancing research in visual attention modeling, social scene understanding, and human-robot interaction. However,…

Computer Vision and Pattern Recognition · Computer Science 2026-04-23 Keqi Chen , Séraphin Baributsa , Lilien Schewski , Vinkle Srivastav , Didier Mutter , Guido Beldi , Sandra Keller , Nicolas Padoy

Assistive technology is a prerequisite for making a high-quality lecture video. It is therefore imperative to edit the lecture video after recording. In this study, we aim to reduce the cumbersome task of lecture video editing by developing…

Human-Computer Interaction · Computer Science 2021-10-13 Yuma Ito , Masato Kikuchi , Tadachika Ozono , Toramatsu Shintani

This paper presents a low-cost eye-tracker aimed at carrying out tests based on a Visual Paired Comparison protocol for the early detection of Mild Cognitive Impairment. The proposed eye-tracking system is based on machine learning…

Human-Computer Interaction · Computer Science 2024-08-13 Danilo Greco , Francesco Masulli , Stefano Rovetta , Alberto Cabri , Davide Daffonchio

The segmentation of a gaze trace into its constituent eye movements has been actively researched since the early days of eye tracking. As we move towards more naturalistic viewing conditions, the segmentation becomes even more challenging…

Multimedia · Computer Science 2019-12-11 Ioannis Agtzidis , Mikhail Startsev , Michael Dorr

Real-time detection of anomalies in streaming data is receiving increasing attention as it allows us to raise alerts, predict faults, and detect intrusions or threats across industries. Yet, little attention has been given to compare the…

Attendance Management System (AMS) can be made into smarter way by using face recognition technique, where we use a CCTV camera to be fixed at the entry point of a classroom, which automatically captures the image of the person and checks…

Computers and Society · Computer Science 2014-01-24 MuthuKalyani. K , VeeraMuthu. A

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…

Computer Vision and Pattern Recognition · Computer Science 2024-04-11 Swati Jindal , Mohit Yadav , Roberto Manduchi

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…

Computer Vision and Pattern Recognition · Computer Science 2025-07-17 Michele Mazzamuto , Antonino Furnari , Yoichi Sato , Giovanni Maria Farinella

Eye gaze analysis is an important research problem in the field of Computer Vision and Human-Computer Interaction. Even with notable progress in the last 10 years, automatic gaze analysis still remains challenging due to the uniqueness of…

Computer Vision and Pattern Recognition · Computer Science 2022-07-22 Shreya Ghosh , Abhinav Dhall , Munawar Hayat , Jarrod Knibbe , Qiang Ji

Humans race drones faster than neural networks trained for end-to-end autonomous flight. This may be related to the ability of human pilots to select task-relevant visual information effectively. This work investigates whether neural…

Robotics · Computer Science 2022-03-03 Christian Pfeiffer , Simon Wengeler , Antonio Loquercio , Davide Scaramuzza

Internal thought refers to the process of directing attention away from a primary visual task to internal cognitive processing. Internal thought is a pervasive mental activity and closely related to primary task performance. As such,…

Human-Computer Interaction · Computer Science 2019-01-23 Michae Xuelin Huang , Jiajia Li , Grace Ngai , Hong Va Leong , Andreas Bulling

Research studies have shown that a large proportion of hazards remain unrecognized, which expose construction workers to unanticipated safety risks. Recent studies have also found that a strong correlation exists between viewing patterns of…

Computer Vision and Pattern Recognition · Computer Science 2019-02-05 Idris Jeelani , Khashayar Asadi , Hariharan Ramshankar , Kevin Han , Alex Albert