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Related papers: Foraging with the Eyes: Dynamics in Human Visual G…

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Technical progress in hardware and software enables us to record gaze data in everyday situations and over long time spans. Among a multitude of research opportunities, this technology enables visualization researchers to catch a glimpse…

Human-Computer Interaction · Computer Science 2020-10-01 Kuno Kurzhals , Michael Burch , Daniel Weiskopf

Predicting human gaze behavior within computer vision is integral for developing interactive systems that can anticipate user attention, address fundamental questions in cognitive science, and hold implications for fields like…

Image and Video Processing · Electrical Eng. & Systems 2024-07-02 Akash Awasthi , Ngan Le , Zhigang Deng , Rishi Agrawal , Carol C. Wu , Hien Van Nguyen

Research in neuroscience and vision science relies heavily on careful measurements of animal subject's gaze direction. Rodents are the most widely studied animal subjects for such research because of their economic advantage and hardiness.…

Image and Video Processing · Electrical Eng. & Systems 2025-06-11 Isha Puri , David Cox

Deep convolutional neural networks have demonstrated high performances for fixation prediction in recent years. How they achieve this, however, is less explored and they remain to be black box models. Here, we attempt to shed light on the…

Computer Vision and Pattern Recognition · Computer Science 2018-03-23 Sen He , Ali Borji , Yang Mi , Nicolas Pugeault

Human vision incorporates non-uniform resolution retina, efficient eye movement strategy, and spiking neural network (SNN) to balance the requirements in visual field size, visual resolution, energy cost, and inference latency. These…

Neural and Evolutionary Computing · Computer Science 2023-10-11 Yunhui Zhou , Dongqi Han , Yuguo Yu

A user's eyes provide means for Human Computer Interaction (HCI) research as an important modal. The time to time scientific explorations of the eye has already seen an upsurge of the benefits in HCI applications from gaze estimation to the…

Computer Vision and Pattern Recognition · Computer Science 2021-06-10 Atul Sahay , Imon Mukherjee , Kavi Arya

Vision--language models (VLMs) process images as visual tokens, yet their intermediate reasoning is often carried out in text, which can be suboptimal for visually grounded radiology tasks. Radiologists instead diagnose via sequential…

Computer Vision and Pattern Recognition · Computer Science 2026-03-10 Yiwei Li , Zihao Wu , Yanjun Lv , Hanqi Jiang , Weihang You , Zhengliang Liu , Dajiang Zhu , Xiang Li , Quanzheng Li , Tianming Liu , Lin Zhao

Recent studies in the field of human vision science suggest that the human responses to the stimuli on a visual display are non-deterministic. People may attend to different locations on the same visual input at the same time. Based on this…

Computer Vision and Pattern Recognition · Computer Science 2015-03-13 Akisato kimura , Derek Pang , Tatsuto Takeuchi , Kouji Miyazato , Junji Yamato , Kunio Kashino

Gaze following estimates gaze targets of in-scene person by understanding human behavior and scene information. Existing methods usually analyze scene images for gaze following. However, compared with visual images, audio also provides…

Computer Vision and Pattern Recognition · Computer Science 2024-01-17 Yuqi Hou , Zhongqun Zhang , Nora Horanyi , Jaewon Moon , Yihua Cheng , Hyung Jin Chang

Primates constantly explore their surroundings via saccadic eye movements that bring different parts of an image into high resolution. In addition to exploring new regions in the visual field, primates also make frequent return fixations,…

Computer Vision and Pattern Recognition · Computer Science 2023-01-11 Mengmi Zhang , Marcelo Armendariz , Will Xiao , Olivia Rose , Katarina Bendtz , Margaret Livingstone , Carlos Ponce , Gabriel Kreiman

Predicting the target of visual search from eye fixation (gaze) data is a challenging problem with many applications in human-computer interaction. In contrast to previous work that has focused on individual instances as a search target, we…

Computer Vision and Pattern Recognition · Computer Science 2017-04-04 Hosnieh Sattar , Andreas Bulling , Mario Fritz

Imagine searching a collection of coins for quarters ($0.25$), dimes ($0.10$), nickels ($0.05$), and pennies ($0.01$)-a hybrid foraging task where observers look for multiple instances of multiple target types. In such tasks, how do target…

Artificial Intelligence · Computer Science 2025-03-25 Bo Wang , Dingwei Tan , Yen-Ling Kuo , Zhaowei Sun , Jeremy M. Wolfe , Tat-Jen Cham , Mengmi Zhang

In this work, we aim to predict human eye fixation with view-free scenes based on an end-to-end deep learning architecture. Although Convolutional Neural Networks (CNNs) have made substantial improvement on human attention prediction, it is…

Computer Vision and Pattern Recognition · Computer Science 2018-03-26 Wenguan Wang , Jianbing Shen

Visual scanpath is the sequence of fixation points that the human gaze travels while observing an image, and its prediction helps in modeling the visual attention of an image. To this end several models were proposed in the literature using…

Computer Vision and Pattern Recognition · Computer Science 2021-12-10 Mohamed Amine Kerkouri , Aladine Chetouani

Saliency modeling has been an active research area in computer vision for about two decades. Existing state of the art models perform very well in predicting where people look in natural scenes. There is, however, the risk that these models…

Computer Vision and Pattern Recognition · Computer Science 2015-05-15 Ali Borji , Laurent Itti

Previous studies demonstrated empirically that human mobility exhibits Levy flight behaviour. However, our knowledge of the mechanisms governing this Levy flight behaviour remains limited. Here we analyze over 72 000 people's moving…

Data Analysis, Statistics and Probability · Physics 2009-09-15 Bin Jiang , Junjun Yin , Sijian Zhao

While being able to read with screen magnifiers, low vision people have slow and unpleasant reading experiences. Eye tracking has the potential to improve their experience by recognizing fine-grained gaze behaviors and providing more…

Human-Computer Interaction · Computer Science 2023-03-30 Ru Wang , Linxiu Zeng , Xinyong Zhang , Sanbrita Mondal , Yuhang Zhao

Each year, thousands of people learn new visual categorization tasks -- radiologists learn to recognize tumors, birdwatchers learn to distinguish similar species, and crowd workers learn how to annotate valuable data for applications like…

Computer Vision and Pattern Recognition · Computer Science 2022-07-25 Neehar Kondapaneni , Pietro Perona , Oisin Mac Aodha

Background: Outdoor navigation poses significant challenges for people with blindness or low vision, yet the role of gaze behavior in supporting mobility remains underexplored. Fully sighted individuals typically adopt consistent scanning…

Neurons and Cognition · Quantitative Biology 2025-09-16 Junchi Feng , Fernanda Garcia-Pina , Mahya Beheshti , Todd E Hudson , William Seiple , John-Ross Rizzo

Where someone looks is a nonverbal communication cue that children and adults readily use. How well can Vision-Language Models (VLMs) infer gaze targets? To construct evaluation stimuli, we captured 1,360 real-world photos of scenes in…

Computer Vision and Pattern Recognition · Computer Science 2026-05-01 Zory Zhang , Pinyuan Feng , Bingyang Wang , Tianwei Zhao , Suyang Yu , Qingying Gao , Hokin Deng , Ziqiao Ma , Yijiang Li , Dezhi Luo