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Understanding what makes a video memorable has important applications in advertising or education technology. Towards this goal, we investigate spatio-temporal attention mechanisms underlying video memorability. Different from previous…

Computer Vision and Pattern Recognition · Computer Science 2024-11-06 Prajneya Kumar , Eshika Khandelwal , Makarand Tapaswi , Vishnu Sreekumar

Eye-tracking technology is widely used in various application areas such as psychology, neuroscience, marketing, and human-computer interaction, as it is a valuable tool for understanding how people process information and interact with…

Human-Computer Interaction · Computer Science 2024-04-25 Enkelejda Kasneci , Hong Gao , Suleyman Ozdel , Virmarie Maquiling , Enkeleda Thaqi , Carrie Lau , Yao Rong , Gjergji Kasneci , Efe Bozkir

Vision Language Models (VLMs) have demonstrated strong capabilities in understanding visual content, yet their ability to predict where humans look on user interfaces remains unexplored. We present UIGaze, a study investigating how closely…

Human-Computer Interaction · Computer Science 2026-04-30 Min Song , Yoonseong Lee , Yeonhu Seo

This paper proposes a novel framework for the use of eye movement patterns for biometric applications. Eye movements contain abundant information about cognitive brain functions, neural pathways, etc. In the proposed method, eye movement…

Computer Vision and Pattern Recognition · Computer Science 2016-01-14 Anjith George , Aurobinda Routray

With the increased focus on visual attention (VA) in the last decade, a large number of computational visual saliency methods have been developed over the past few years. These models are traditionally evaluated by using performance…

Computer Vision and Pattern Recognition · Computer Science 2017-08-02 Milind S. Gide , Lina J. Karam

Visual perception is critically influenced by the focus of attention. Due to limited resources, it is well known that neural representations are biased in favor of attended locations. Using concurrent eye-tracking and functional Magnetic…

Computer Vision and Pattern Recognition · Computer Science 2020-10-02 Meenakshi Khosla , Gia H. Ngo , Keith Jamison , Amy Kuceyeski , Mert R. Sabuncu

Animals often forage via Levy walks stochastic trajectories with heavy tailed step lengths optimized for sparse resource environments. We show that human visual gaze follows similar dynamics when scanning images. While traditional models…

Computer Vision and Pattern Recognition · Computer Science 2025-10-13 Tejaswi V. Panchagnula

We present a novel, automatic eye gaze tracking scheme inspired by smooth pursuit eye motion while playing mobile games or watching virtual reality contents. Our algorithm continuously calibrates an eye tracking system for a head mounted…

Computer Vision and Pattern Recognition · Computer Science 2016-12-22 Subarna Tripathi , Brian Guenter

Estimation eye gaze direction is useful in various human-computer interaction tasks. Knowledge of gaze direction can give valuable information regarding users point of attention. Certain patterns of eye movements known as eye accessing cues…

Computer Vision and Pattern Recognition · Computer Science 2016-05-18 Anjith George , Aurobinda Routray

Vision-language instruction tuning achieves two main purposes: learning visual concepts and learning visual skills. In this paper, we found that vision-language benchmarks fall into the dichotomy of mainly benefiting from training on…

Computer Vision and Pattern Recognition · Computer Science 2025-08-15 Andrew Bai , Justin Cui , Ruochen Wang , Cho-Jui Hsieh

Eye movement data during reading is a useful source of information for understanding language comprehension processes. In this paper, we describe our submission to the CMCL 2021 shared task on predicting human reading patterns. Our model…

Computation and Language · Computer Science 2021-04-16 Bai Li , Frank Rudzicz

Eye movements hold information about human perception, intention and cognitive state. Various algorithms have been proposed to identify and distinguish eye movements, particularly fixations, saccades, and smooth pursuits. A major drawback…

Neurons and Cognition · Quantitative Biology 2018-04-04 Wolfgang Fuhl , Thiago Santini , Thomas Kuebler , Nora Castner , Wolfgang Rosenstiel , Enkelejda Kasneci

We explore techniques for eye gaze estimation using machine learning. Eye gaze estimation is a common problem for various behavior analysis and human-computer interfaces. The purpose of this work is to discuss various model types for eye…

Computer Vision and Pattern Recognition · Computer Science 2022-08-01 Aveena Kottwani , Ayush Kumar

Visual attention is very an essential factor that affects how human perceives visual signals. This report investigates how distortions in an image could distract human's visual attention using Bayesian visual search models, specifically,…

Image and Video Processing · Electrical Eng. & Systems 2021-02-09 Zhengzhong Tu

Humans actively observe the visual surroundings by focusing on salient objects and ignoring trivial details. However, computer vision models based on convolutional neural networks (CNN) often analyze visual input all at once through a…

Computer Vision and Pattern Recognition · Computer Science 2024-09-30 Minkyu Choi , Yizhen Zhang , Kuan Han , Xiaokai Wang , Zhongming Liu

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

Eye movement is closely related to limb actions, so it can be used to infer movement intentions. More importantly, in some cases, eye movement is the only way for paralyzed and impaired patients with severe movement disorders to communicate…

Robotics · Computer Science 2020-12-17 Bo Yang , Jian Huang , Xiaolong Li , Xinxing Chen , Caihua Xiong , Yasuhisa Hasegawa

We present VQA-MHUG - a novel 49-participant dataset of multimodal human gaze on both images and questions during visual question answering (VQA) collected using a high-speed eye tracker. We use our dataset to analyze the similarity between…

Computer Vision and Pattern Recognition · Computer Science 2026-03-04 Ekta Sood , Fabian Kögel , Florian Strohm , Prajit Dhar , Andreas Bulling

Multimodal large language models (MLLMs) have achieved impressive progress on vision language benchmarks, yet their capacity for visual cognitive and visuospatial reasoning remains less understood. We introduce "Mind's Eye", a…

Computer Vision and Pattern Recognition · Computer Science 2026-04-20 Rohit Sinha , Aditya Kanade , Sai Srinivas Kancheti , Vineeth N Balasubramanian , Tanuja Ganu

Since the early 2000s, computational visual saliency has been a very active research area. Each year, more and more new models are published in the main computer vision conferences. Nowadays, one of the big challenges is to find a way to…

Computer Vision and Pattern Recognition · Computer Science 2013-07-23 Nicolas Riche , Matthieu Duvinage , Matei Mancas , Bernard Gosselin , Thierry Dutoit