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This work presents mEBAL, a multimodal database for eye blink detection and attention level estimation. The eye blink frequency is related to the cognitive activity and automatic detectors of eye blinks have been proposed for many tasks…

Computer Vision and Pattern Recognition · Computer Science 2025-08-29 Roberto Daza , Aythami Morales , Julian Fierrez , Ruben Tolosana

Human eye tracking devices can help to investigate principles of processing visual information by humans. The attention focus movement during the gaze can be used for behavioural analysis of humans. In this work we describe our experimental…

Human-Computer Interaction · Computer Science 2022-01-05 R. Kovtun , S. Radchenko , A. Netreba , O. Sudakov , R. Natarov , Z. Dyka , I. Kabin , P. Langendörfer

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

Studies have shown that a dominant class of questions asked by visually impaired users on images of their surroundings involves reading text in the image. But today's VQA models can not read! Our paper takes a first step towards addressing…

Computation and Language · Computer Science 2019-05-15 Amanpreet Singh , Vivek Natarajan , Meet Shah , Yu Jiang , Xinlei Chen , Dhruv Batra , Devi Parikh , Marcus Rohrbach

In this paper, we present an approach in the Multimodal Learning Analytics field. Within this approach, we have developed a tool to visualize and analyze eye movement data collected during learning sessions in online courses. The tool is…

Computer Vision and Pattern Recognition · Computer Science 2024-09-04 Miriam Navarro , Álvaro Becerra , Roberto Daza , Ruth Cobos , Aythami Morales , Julian Fierrez

Information Visualization (InfoVis) systems utilize visual representations to enhance data interpretation. Understanding how visual attention is allocated is essential for optimizing interface design. However, collecting Eye-tracking (ET)…

Human-Computer Interaction · Computer Science 2025-11-26 Angela Lopez-Cardona , Parvin Emami , Sebastian Idesis , Saravanakumar Duraisamy , Luis A. Leiva , Ioannis Arapakis

We propose the task of free-form and open-ended Visual Question Answering (VQA). Given an image and a natural language question about the image, the task is to provide an accurate natural language answer. Mirroring real-world scenarios,…

Computation and Language · Computer Science 2016-10-28 Aishwarya Agrawal , Jiasen Lu , Stanislaw Antol , Margaret Mitchell , C. Lawrence Zitnick , Dhruv Batra , Devi Parikh

Video text-based visual question answering (Video TextVQA) aims to answer questions by explicitly reading and reasoning about the text involved in a video. Most works in this field follow a frame-level framework which suffers from redundant…

Computer Vision and Pattern Recognition · Computer Science 2025-08-07 Yan Zhang , Gangyan Zeng , Daiqing Wu , Huawen Shen , Binbin Li , Yu Zhou , Can Ma , Xiaojun Bi

Efficiency and ease of use are essential for practical applications of camera based eye/gaze-tracking. Gaze tracking involves estimating where a person is looking on a screen based on face images from a computer-facing camera. In this paper…

Computer Vision and Pattern Recognition · Computer Science 2020-09-04 Amogh Gudi , Xin Li , Jan van Gemert

Current visual question answering (VQA) models tend to be trained and evaluated on image-question pairs in isolation. However, the questions people ask are dependent on their informational needs and prior knowledge about the image content.…

Computation and Language · Computer Science 2024-10-07 Nandita Shankar Naik , Christopher Potts , Elisa Kreiss

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

Automatic generation of video descriptions in natural language, also called video captioning, aims to understand the visual content of the video and produce a natural language sentence depicting the objects and actions in the scene. This…

Computer Vision and Pattern Recognition · Computer Science 2020-12-15 Begum Citamak , Ozan Caglayan , Menekse Kuyu , Erkut Erdem , Aykut Erdem , Pranava Madhyastha , Lucia Specia

Visual question answering on document images that contain textual, visual, and layout information, called document VQA, has received much attention recently. Although many datasets have been proposed for developing document VQA systems,…

Computation and Language · Computer Science 2023-01-13 Ryota Tanaka , Kyosuke Nishida , Kosuke Nishida , Taku Hasegawa , Itsumi Saito , Kuniko Saito

In this work, we introduce RadImageNet-VQA, a large-scale dataset designed to advance radiologic visual question answering (VQA) on CT and MRI exams. Existing medical VQA datasets are limited in scale, dominated by X-ray imaging or…

Computer Vision and Pattern Recognition · Computer Science 2026-03-31 Léo Butsanets , Charles Corbière , Julien Khlaut , Pierre Manceron , Corentin Dancette

This work introduces an innovative method for estimating attention levels (cognitive load) using an ensemble of facial analysis techniques applied to webcam videos. Our method is particularly useful, among others, in e-learning…

Human-Computer Interaction · Computer Science 2024-08-15 Roberto Daza , Luis F. Gomez , Julian Fierrez , Aythami Morales , Ruben Tolosana , Javier Ortega-Garcia

Visual question answering (VQA) demands simultaneous comprehension of both the image visual content and natural language questions. In some cases, the reasoning needs the help of common sense or general knowledge which usually appear in the…

Computer Vision and Pattern Recognition · Computer Science 2018-11-30 Hui Li , Peng Wang , Chunhua Shen , Anton van den Hengel

Gaze-based virtual keyboards provide an effective interface for text entry by eye movements. The efficiency and usability of these keyboards have traditionally been evaluated with conventional text entry performance measures such as words…

Human-Computer Interaction · Computer Science 2018-04-10 Korok Sengupta , Jun Sun , Raphael Menges , Chandan Kumar , Steffen Staab

This paper presents the development process of a Vietnamese spoken language corpus for machine reading comprehension (MRC) tasks and provides insights into the challenges and opportunities associated with using real-world data for machine…

Computation and Language · Computer Science 2025-07-22 Thinh Phuoc Ngo , Khoa Tran Anh Dang , Son T. Luu , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen

We introduce EgoTextVQA, a novel and rigorously constructed benchmark for egocentric QA assistance involving scene text. EgoTextVQA contains 1.5K ego-view videos and 7K scene-text aware questions that reflect real user needs in outdoor…

Computer Vision and Pattern Recognition · Computer Science 2025-03-24 Sheng Zhou , Junbin Xiao , Qingyun Li , Yicong Li , Xun Yang , Dan Guo , Meng Wang , Tat-Seng Chua , Angela Yao

Visual question answering (VQA) is of significant interest due to its potential to be a strong test of image understanding systems and to probe the connection between language and vision. Despite much recent progress, general VQA is far…

Computer Vision and Pattern Recognition · Computer Science 2018-01-25 Zhe Wang , Xiaoyi Liu , Liangjian Chen , Limin Wang , Yu Qiao , Xiaohui Xie , Charless Fowlkes
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