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This paper digs deeper into factors that influence egocentric gaze. Instead of training deep models for this purpose in a blind manner, we propose to inspect factors that contribute to gaze guidance during daily tasks. Bottom-up saliency…

Computer Vision and Pattern Recognition · Computer Science 2019-04-15 Hamed R. Tavakoli , Esa Rahtu , Juho Kannala , Ali Borji

When robots are able to see and respond to their surroundings, a whole new world of possibilities opens up. To bring these possibilities to life, the robotics industry is increasingly adopting camera-based vision systems, especially when a…

Robotics · Computer Science 2023-11-10 Michele Ambrosino , Manar Mahmalji , Nicolás Bono Rosselló , Emanuele Garone

We study the problem of inferring readers' identities and estimating their level of text comprehension from observations of their eye movements during reading. We develop a generative model of individual gaze patterns (scanpaths) that makes…

Machine Learning · Computer Science 2018-09-24 Silvia Makowski , Lena Jäger , Ahmed Abdelwahab , Niels Landwehr , Tobias Scheffer

We study the problem of identifying viewers of arbitrary images based on their eye gaze. Psychological research has derived generative stochastic models of eye movements. In order to exploit this background knowledge within a…

Machine Learning · Computer Science 2020-03-26 Silvia Makowski , Lena A. Jäger , Lisa Schwetlick , Hans Trukenbrod , Ralf Engbert , Tobias Scheffer

Visual selective attention, driven by individual preferences, regulates human prioritization of visual stimuli by bridging subjective cognitive mechanisms with objective visual elements, thereby steering the semantic interpretation and…

Computer Vision and Pattern Recognition · Computer Science 2025-07-28 Hanbing Wu , Ping Jiang , Anyang Su , Chenxu Zhao , Tianyu Fu , Minghui Wu , Beiping Tan , Huiying Li

Eye feature extraction from event-based data streams can be performed efficiently and with low energy consumption, offering great utility to real-world eye tracking pipelines. However, few eye feature extractors are designed to handle…

Computer Vision and Pattern Recognition · Computer Science 2026-04-01 Viet Dung Nguyen , Mobina Ghorbaninejad , Chengyi Ma , Reynold Bailey , Gabriel J. Diaz , Alexander Fix , Ryan J. Suess , Alexander Ororbia

Human eye gaze plays a significant role in many virtual and augmented reality (VR/AR) applications, such as gaze-contingent rendering, gaze-based interaction, or eye-based activity recognition. However, prior works on gaze analysis and…

Computer Vision and Pattern Recognition · Computer Science 2024-06-11 Zhiming Hu , Jiahui Xu , Syn Schmitt , 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

Gaze following requires both scene understanding and gaze reasoning to localize the gaze target of an in-scene person. Recently, vision foundation models (VFMs) have demonstrated strong performance on this task, enabling simpler…

Computer Vision and Pattern Recognition · Computer Science 2026-05-22 Shijing Wang , Yaping Huang , Chaoqun Cui , David Wong , Yihua Cheng , Alexandros Neophytou , Hyung Jin Chang

Neural disorders refer to any condition affecting the nervous system and that influence how individuals perceive and interact with the world. Traditional neural diagnoses rely on cumbersome, time-consuming, or subjective methods, such as…

Human-Computer Interaction · Computer Science 2025-06-11 Mayar Elfares , Salma Younis , Pascal Reisert , Ralf Küsters , Tobias Renner , Andreas Bulling

Eye movement patterns reflect human latent internal cognitive activities. We aim to discover eye movement patterns during face recognition under different cognitions of information concealing. These cognitions include the degrees of face…

Human-Computer Interaction · Computer Science 2018-11-09 Jiaxu Zuo , Tom Gedeon , Zhenyue Qin

Occlusion is a long-standing problem that causes many modern tracking methods to be erroneous. In this paper, we address the occlusion problem by exploiting the current and future possible locations of the target object from its past…

Computer Vision and Pattern Recognition · Computer Science 2020-10-16 Yuan Liu , Ruoteng Li , Robby T. Tan , Yu Cheng , Xiubao Sui

Prediction tasks about students have practical significance for both student and college. Making multiple predictions about students is an important part of a smart campus. For instance, predicting whether a student will fail to graduate…

Machine Learning · Computer Science 2023-09-27 Haobing Liu , Yanmin Zhu , Tianzi Zang , Yanan Xu , Jiadi Yu , Feilong Tang

Gaze prediction plays a critical role in Virtual Reality (VR) applications by reducing sensor-induced latency and enabling computationally demanding techniques such as foveated rendering, which rely on anticipating user attention. However,…

Computer Vision and Pattern Recognition · Computer Science 2026-01-27 Christos Petrou , Harris Partaourides , Athanasios Balomenos , Yannis Kopsinis , Sotirios Chatzis

We show how eye-tracking corpora can be used to improve sentence compression models, presenting a novel multi-task learning algorithm based on multi-layer LSTMs. We obtain performance competitive with or better than state-of-the-art…

Computation and Language · Computer Science 2016-04-13 Sigrid Klerke , Yoav Goldberg , Anders Søgaard

Over the past few years, there has been an increasing interest to interpret gaze direction in an unconstrained environment with limited supervision. Owing to data curation and annotation issues, replicating gaze estimation method to other…

Computer Vision and Pattern Recognition · Computer Science 2022-08-15 Shreya Ghosh , Abhinav Dhall , Jarrod Knibbe , Munawar Hayat

We propose Unified Model of Saliency and Scanpaths (UMSS) -- a model that learns to predict visual saliency and scanpaths (i.e. sequences of eye fixations) on information visualisations. Although scanpaths provide rich information about the…

Computer Vision and Pattern Recognition · Computer Science 2023-02-07 Yao Wang , Mihai Bâce , Andreas Bulling

While generic object detection has achieved large improvements with rich feature hierarchies from deep nets, detecting small objects with poor visual cues remains challenging. Motion cues from multiple frames may be more informative for…

Computer Vision and Pattern Recognition · Computer Science 2018-05-16 Ryota Yoshihashi , Tu Tuan Trinh , Rei Kawakami , Shaodi You , Makoto Iida , Takeshi Naemura

Small target motion detection within complex natural environments is an extremely challenging task for autonomous robots. Surprisingly, the visual systems of insects have evolved to be highly efficient in detecting mates and tracking prey,…

Computer Vision and Pattern Recognition · Computer Science 2022-04-26 Hongxin Wang , Jiannan Zhao , Huatian Wang , Cheng Hu , Jigen Peng , Shigang Yue

Template-matching methods for visual tracking have gained popularity recently due to their good performance and fast speed. However, they lack effective ways to adapt to changes in the target object's appearance, making their tracking…

Computer Vision and Pattern Recognition · Computer Science 2019-12-02 Tianyu Yang , Antoni B. Chan