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Gaze reflects how humans process visual scenes and is therefore increasingly used in computer vision systems. Previous works demonstrated the potential of gaze for object-centric tasks, such as object localization and recognition, but it…

Computer Vision and Pattern Recognition · Computer Science 2016-08-19 Yusuke Sugano , Andreas Bulling

Eye-tracking data reveals valuable insights into users' cognitive states but is difficult to analyze due to its structured, non-linguistic nature. While large language models (LLMs) excel at reasoning over text, they struggle with temporal…

Human-Computer Interaction · Computer Science 2025-07-25 Dongyang Guo , Yasmeen Abdrabou , Enkeleda Thaqi , Enkelejda Kasneci

Human gaze provides essential cues for interpreting attention, intention, and social interaction in visual scenes, yet gaze understanding remains largely unexplored in current vision-language models (VLMs). While recent VLMs achieve strong…

Computer Vision and Pattern Recognition · Computer Science 2025-12-25 Shijing Wang , Chaoqun Cui , Yaping Huang , Hyung Jin Chang , Yihua Cheng

Training and refreshing a web-scale Question Answering (QA) system for a multi-lingual commercial search engine often requires a huge amount of training examples. One principled idea is to mine implicit relevance feedback from user behavior…

Information Retrieval · Computer Science 2020-06-17 Linjun Shou , Shining Bo , Feixiang Cheng , Ming Gong , Jian Pei , Daxin Jiang

We present our current research on the implementation of gaze as an efficient and usable pointing modality supplementary to speech, for interacting with augmented objects in our daily environment or large displays, especially immersive…

Human-Computer Interaction · Computer Science 2007-08-28 Daniel Gepner , Jérôme Simonin , Noëlle Carbonell

Explainability in automated student answer scoring systems is critical for building trust and enhancing usability among educators. Yet, generating high-quality assessment rationales remains challenging due to the scarcity of annotated data…

Computation and Language · Computer Science 2025-09-30 Jiazheng Li , Artem Bobrov , Runcong Zhao , Cesare Aloisi , Yulan He

Virtual-reality (VR) and augmented-reality (AR) technology is increasingly combined with eye-tracking. This combination broadens both fields and opens up new areas of application, in which visual perception and related cognitive processes…

Computer Vision and Pattern Recognition · Computer Science 2021-03-22 Lena Stubbemann , Dominik Dürrschnabel , Robert Refflinghaus

Augmented Reality (AR) enables intuitive interaction with virtual annotations overlaid on the real world, supporting a wide range of applications such as remote assistance, education, and industrial training. However, as the number of…

Human-Computer Interaction · Computer Science 2025-09-16 Zahra Borhani , Ali Ebrahimpour-Boroojeny , Francisco R. Ortega

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…

Computer Vision and Pattern Recognition · Computer Science 2021-12-14 Shreya Ghosh , Munawar Hayat , Abhinav Dhall , Jarrod Knibbe

This paper proposes an approach to detect information relevance during decision-making from eye movements in order to enable user interface adaptation. This is a challenging task because gaze behavior varies greatly across individual users…

Human-Computer Interaction · Computer Science 2020-07-28 Anna Maria Feit , Lukas Vordemann , Seonwook Park , Caterina Bérubé , Otmar Hilliges

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

Emotion recognition,as a step toward mind reading,seeks to infer internal states from external cues.Most existing methods rely on explicit signals-such as facial expressions,speech,or gestures-that reflect only bodily responses and overlook…

Computer Vision and Pattern Recognition · Computer Science 2025-07-18 Mengke Song , Yuge Xie , Qi Cui , Luming Li , Xinyu Liu , Guotao Wang , Chenglizhao Chen , Shanchen Pang

Visualization literacy assessments typically rely on correctness to classify performance, providing little evidence about how readers arrive at their answers. We argue that gaze can address this gap as an implicit process signal that…

Human-Computer Interaction · Computer Science 2026-03-25 Kathrin Schnizer

With the rise in popularity of smart glasses, users' attention has been integrated into Vision-Language Models (VLMs) to streamline multi-modal querying in daily scenarios. However, leveraging gaze data to model users' attention may…

Computer Vision and Pattern Recognition · Computer Science 2025-09-29 Zeyu Wang , Baiyu Chen , Kun Yan , Hongjing Piao , Hao Xue , Flora D. Salim , Yuanchun Shi , Yuntao Wang

There is growing interest in incorporating eye-tracking data and other implicit measures of human language processing into natural language processing (NLP) pipelines. The data from human language processing contain unique insight into…

Computation and Language · Computer Science 2023-10-24 Karin de Langis , Dongyeop Kang

Gaze-annotated facial data is crucial for training deep neural networks (DNNs) for gaze estimation. However, obtaining these data is labor-intensive and requires specialized equipment due to the challenge of accurately annotating the gaze…

Computer Vision and Pattern Recognition · Computer Science 2024-06-03 Nerea Aranjuelo , Siyu Huang , Ignacio Arganda-Carreras , Luis Unzueta , Oihana Otaegui , Hanspeter Pfister , Donglai Wei

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

In recent years, the integration of vision and language understanding has led to significant advancements in artificial intelligence, particularly through Vision-Language Models (VLMs). However, existing VLMs face challenges in handling…

Computer Vision and Pattern Recognition · Computer Science 2024-01-19 Kun Yan , Lei Ji , Zeyu Wang , Yuntao Wang , Nan Duan , Shuai Ma

As AI becomes more integral in our lives, the need for transparency and responsibility grows. While natural language explanations (NLEs) are vital for clarifying the reasoning behind AI decisions, evaluating them through human judgments is…

Computation and Language · Computer Science 2024-03-27 Fan Huang , Haewoon Kwak , Kunwoo Park , Jisun An

Eye-tracking offers rich insights into student cognition and engagement, but remains underutilized in classroom-facing educational technology due to challenges in data interpretation and accessibility. In this paper, we present the…