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Visual Question Answering (VQA) is a challenging task that requires the joint understanding of natural language and visual content. While early research primarily focused on recognizing objects and scene context, it often overlooked scene…

In recent years, visual question answering (VQA) has attracted attention from the research community because of its highly potential applications (such as virtual assistance on intelligent cars, assistant devices for blind people, or…

Computation and Language · Computer Science 2023-10-03 Nghia Hieu Nguyen , Duong T. D. Vo , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen

Visual Question Answering (VQA) has recently emerged as a potential research domain, captivating the interest of many in the field of artificial intelligence and computer vision. Despite the prevalence of approaches in English, there is a…

Computer Vision and Pattern Recognition · Computer Science 2024-08-01 Ngoc Son Nguyen , Van Son Nguyen , Tung Le

In recent years, Visual Question Answering (VQA) has gained significant attention for its diverse applications, including intelligent car assistance, aiding visually impaired individuals, and document image information retrieval using…

Computation and Language · Computer Science 2023-10-30 Khiem Vinh Tran , Hao Phu Phan , Kiet Van Nguyen , Ngan Luu Thuy Nguyen

Understanding signboard text in natural scenes is essential for real-world applications of Visual Question Answering (VQA), yet remains underexplored, particularly in low-resource languages. We introduce ViSignVQA, the first large-scale…

Computer Vision and Pattern Recognition · Computer Science 2025-12-30 Hieu Minh Nguyen , Tam Le-Thanh Dang , Kiet Van Nguyen

Visual question answering (VQA) is a task that combines both the techniques of computer vision and natural language processing. It requires models to answer a text-based question according to the information contained in a visual. In recent…

Computer Vision and Pattern Recognition · Computer Science 2021-05-04 Yeyun Zou , Qiyu Xie

Visual Question Answering (VQA) is a multimodal task requiring reasoning across textual and visual inputs, which becomes particularly challenging in low-resource languages like Vietnamese due to linguistic variability and the lack of…

Computer Vision and Pattern Recognition · Computer Science 2025-03-07 Khoi Anh Nguyen , Linh Yen Vu , Thang Dinh Duong , Thuan Nguyen Duong , Huy Thanh Nguyen , Vinh Quang Dinh

Visual Question Answering (VQA) is a challenging task of natural language processing (NLP) and computer vision (CV), attracting significant attention from researchers. English is a resource-rich language that has witnessed various…

Computation and Language · Computer Science 2024-04-18 Ngan Luu-Thuy Nguyen , Nghia Hieu Nguyen , Duong T. D Vo , Khanh Quoc Tran , Kiet Van Nguyen

Visual Question Answering (VQA) is an intricate and demanding task that integrates natural language processing (NLP) and computer vision (CV), capturing the interest of researchers. The English language, renowned for its wealth of…

Computation and Language · Computer Science 2023-07-31 Khiem Vinh Tran , Kiet Van Nguyen , Ngan Luu Thuy Nguyen

Visual Question Answering (VQA) is an evolving research field aimed at enabling machines to answer questions about visual content by integrating image and language processing techniques such as feature extraction, object detection, text…

Computer Vision and Pattern Recognition · Computer Science 2025-01-14 Ngoc Dung Huynh , Mohamed Reda Bouadjenek , Sunil Aryal , Imran Razzak , Hakim Hacid

Optical Character Recognition - Visual Question Answering (OCR-VQA) is the task of answering text information contained in images that have just been significantly developed in the English language in recent years. However, there are…

Computer Vision and Pattern Recognition · Computer Science 2024-04-30 Huy Quang Pham , Thang Kien-Bao Nguyen , Quan Van Nguyen , Dan Quang Tran , Nghia Hieu Nguyen , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen

Visual Question Answering (VQA) is an interdisciplinary field that bridges the gap between computer vision (CV) and natural language processing(NLP), enabling Artificial Intelligence(AI) systems to answer questions about images. Since its…

Computer Vision and Pattern Recognition · Computer Science 2025-01-14 Anupam Pandey , Deepjyoti Bodo , Arpan Phukan , Asif Ekbal

Infographic Visual Question Answering (InfographicVQA) evaluates a model's ability to read and reason over data-rich, layout-heavy visuals that combine text, charts, icons, and design elements. Compared with scene-text or natural-image VQA,…

Computer Vision and Pattern Recognition · Computer Science 2025-12-16 Tue-Thu Van-Dinh , Hoang-Duy Tran , Truong-Binh Duong , Mai-Hanh Pham , Binh-Nam Le-Nguyen , Quoc-Thai Nguyen

Visual Question Answering (VQA) is an important task in multimodal AI, and it is often used to test the ability of vision-language models to understand and reason on knowledge present in both visual and textual data. However, most of the…

Computer Vision and Pattern Recognition · Computer Science 2024-11-05 David Romero , Chenyang Lyu , Haryo Akbarianto Wibowo , Teresa Lynn , Injy Hamed , Aditya Nanda Kishore , Aishik Mandal , Alina Dragonetti , Artem Abzaliev , Atnafu Lambebo Tonja , Bontu Fufa Balcha , Chenxi Whitehouse , Christian Salamea , Dan John Velasco , David Ifeoluwa Adelani , David Le Meur , Emilio Villa-Cueva , Fajri Koto , Fauzan Farooqui , Frederico Belcavello , Ganzorig Batnasan , Gisela Vallejo , Grainne Caulfield , Guido Ivetta , Haiyue Song , Henok Biadglign Ademtew , Hernán Maina , Holy Lovenia , Israel Abebe Azime , Jan Christian Blaise Cruz , Jay Gala , Jiahui Geng , Jesus-German Ortiz-Barajas , Jinheon Baek , Jocelyn Dunstan , Laura Alonso Alemany , Kumaranage Ravindu Yasas Nagasinghe , Luciana Benotti , Luis Fernando D'Haro , Marcelo Viridiano , Marcos Estecha-Garitagoitia , Maria Camila Buitrago Cabrera , Mario Rodríguez-Cantelar , Mélanie Jouitteau , Mihail Mihaylov , Mohamed Fazli Mohamed Imam , Muhammad Farid Adilazuarda , Munkhjargal Gochoo , Munkh-Erdene Otgonbold , Naome Etori , Olivier Niyomugisha , Paula Mónica Silva , Pranjal Chitale , Raj Dabre , Rendi Chevi , Ruochen Zhang , Ryandito Diandaru , Samuel Cahyawijaya , Santiago Góngora , Soyeong Jeong , Sukannya Purkayastha , Tatsuki Kuribayashi , Teresa Clifford , Thanmay Jayakumar , Tiago Timponi Torrent , Toqeer Ehsan , Vladimir Araujo , Yova Kementchedjhieva , Zara Burzo , Zheng Wei Lim , Zheng Xin Yong , Oana Ignat , Joan Nwatu , Rada Mihalcea , Thamar Solorio , Alham Fikri Aji

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

Visual Question Answering (VQA) presents a unique challenge as it requires the ability to understand and encode the multi-modal inputs - in terms of image processing and natural language processing. The algorithm further needs to learn how…

Computer Vision and Pattern Recognition · Computer Science 2017-09-26 Supriya Pandhre , Shagun Sodhani

Text-based VQA is a challenging task that requires machines to use scene texts in given images to yield the most appropriate answer for the given question. The main challenge of text-based VQA is exploiting the meaning and information from…

Computer Vision and Pattern Recognition · Computer Science 2024-10-25 Nghia Hieu Nguyen , Tho Thanh Quan , Ngan Luu-Thuy Nguyen

Contemporary Visual Question Answering (VQA) systems remain constrained when confronted with culturally specific content, largely because cultural knowledge is under-represented in training corpora and the reasoning process is not rendered…

Computer Vision and Pattern Recognition · Computer Science 2025-11-13 Hai-Dang Nguyen , Minh-Anh Dang , Minh-Tan Le , Minh-Tuan Le

Visual question answering (or VQA) is a new and exciting problem that combines natural language processing and computer vision techniques. We present a survey of the various datasets and models that have been used to tackle this task. The…

Computation and Language · Computer Science 2017-05-12 Akshay Kumar Gupta

Visual question answering (VQA) is one of the crucial vision-and-language tasks. Yet, existing VQA research has mostly focused on the English language, due to a lack of suitable evaluation resources. Previous work on cross-lingual VQA has…

Computation and Language · Computer Science 2023-06-12 Chen Liu , Jonas Pfeiffer , Anna Korhonen , Ivan Vulić , Iryna Gurevych
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