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Related papers: ViX-Ray: A Vietnamese Chest X-Ray Dataset for Visi…

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With the advent of Vision-Language Models (VLMs), medical artificial intelligence (AI) has experienced significant technological progress and paradigm shifts. This survey provides an extensive review of recent advancements in Medical…

Computer Vision and Pattern Recognition · Computer Science 2025-03-05 Beria Chingnabe Kalpelbe , Angel Gabriel Adaambiik , Wei Peng

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

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

Vision-Language Models (VLMs) have shown promise in various 2D visual tasks, yet their readiness for 3D clinical diagnosis remains unclear due to stringent demands for recognition precision, reasoning ability, and domain knowledge. To…

Computer Vision and Pattern Recognition · Computer Science 2025-05-27 Yixiong Chen , Wenjie Xiao , Pedro R. A. S. Bassi , Xinze Zhou , Sezgin Er , Ibrahim Ethem Hamamci , Zongwei Zhou , Alan Yuille

Vietnamese document analysis and recognition (DAR) is a crucial field with applications in digitization, information retrieval, and automation. Despite advancements in OCR and NLP, Vietnamese text recognition faces unique challenges due to…

Computer Vision and Pattern Recognition · Computer Science 2025-06-06 Anh Le , Thanh Lam , Dung Nguyen

Vision-language foundation models (VLMs) have shown impressive performance in guiding image generation through text, with emerging applications in medical imaging. In this work, we are the first to investigate the question: 'Can fine-tuned…

Computer Vision and Pattern Recognition · Computer Science 2025-04-01 Amar Kumar , Anita Kriz , Barak Pertzov , Tal Arbel

In recent years, Large Language Models (LLMs) have become integrated into our daily lives, serving as invaluable assistants in completing tasks. Widely embraced by users, the abuse of LLMs is inevitable, particularly in using them to…

Computation and Language · Computer Science 2024-05-07 Quang-Dan Tran , Van-Quan Nguyen , Quang-Huy Pham , K. B. Thang Nguyen , Trong-Hop Do

Large Language Models (LLMs) have demonstrated remarkable proficiency in general medical domains. However, their performance significantly degrades in specialized, culturally specific domains such as Vietnamese Traditional Medicine (VTM),…

Computation and Language · Computer Science 2026-01-08 Huynh Trung Kiet , Dao Sy Duy Minh , Nguyen Dinh Ha Duong , Le Hoang Minh Huy , Long Nguyen , Dien Dinh

The reliability of large language models (LLMs) in production environments remains significantly constrained by their propensity to generate hallucinations -- fluent, plausible-sounding outputs that contradict or fabricate information.…

Computation and Language · Computer Science 2026-01-09 Anh Thi-Hoang Nguyen , Khanh Quoc Tran , Tin Van Huynh , Phuoc Tan-Hoang Nguyen , Cam Tan Nguyen , Kiet Van Nguyen

Recent advancements in artificial intelligence (AI) have precipitated significant breakthroughs in healthcare, particularly in refining diagnostic procedures. However, previous studies have often been constrained to limited functionalities.…

Artificial Intelligence · Computer Science 2024-07-08 Asma Alkhaldi , Raneem Alnajim , Layan Alabdullatef , Rawan Alyahya , Jun Chen , Deyao Zhu , Ahmed Alsinan , Mohamed Elhoseiny

Innovations in digital intelligence are transforming robotic surgery with more informed decision-making. Real-time awareness of surgical instrument presence and actions (e.g., cutting tissue) is essential for such systems. Yet, despite…

Computer Vision and Pattern Recognition · Computer Science 2025-07-24 Jiajun Cheng , Xianwu Zhao , Sainan Liu , Xiaofan Yu , Ravi Prakash , Patrick J. Codd , Jonathan Elliott Katz , Shan Lin

We propose a data collecting and annotation pipeline that extracts information from Vietnamese radiology reports to provide accurate labels for chest X-ray (CXR) images. This can benefit Vietnamese radiologists and clinicians by annotating…

Image and Video Processing · Electrical Eng. & Systems 2023-01-11 Thao T. B. Nguyen , Tam M. Vo , Thang V. Nguyen , Hieu H. Pham , Ha Q. Nguyen

Large vision-language models (VLMs) have evolved from general-purpose applications to specialized use cases such as in the clinical domain, demonstrating potential for decision support in radiology. One promising application is assisting…

Computer Vision and Pattern Recognition · Computer Science 2026-02-25 Zhifan Jiang , Dong Yang , Vishwesh Nath , Abhijeet Parida , Nishad P. Kulkarni , Ziyue Xu , Daguang Xu , Syed Muhammad Anwar , Holger R. Roth , Marius George Linguraru

Purpose: This study aimed to develop an open-source multimodal large language model (CXR-LLAVA) for interpreting chest X-ray images (CXRs), leveraging recent advances in large language models (LLMs) to potentially replicate the image…

Computation and Language · Computer Science 2024-01-17 Seowoo Lee , Jiwon Youn , Hyungjin Kim , Mansu Kim , Soon Ho Yoon

Generalist vision language models (VLMs) have made significant strides in computer vision, but they fall short in specialized fields like healthcare, where expert knowledge is essential. In traditional computer vision tasks, creative or…

Existing Vietnamese Natural Language Inference (NLI) datasets lack adversarial complexity, limiting their ability to evaluate model robustness against challenging linguistic phenomena. In this article, we address the gap in robust…

Computation and Language · Computer Science 2025-10-24 Tin Van Huynh , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen

Over 97 million people speak Vietnamese as their native language in the world. However, there are few research studies on machine reading comprehension (MRC) for Vietnamese, the task of understanding a text and answering questions related…

Computation and Language · Computer Science 2020-11-10 Kiet Van Nguyen , Duc-Vu Nguyen , Anh Gia-Tuan Nguyen , Ngan Luu-Thuy Nguyen

The reliable analysis of blood reports is important for health knowledge, but individuals often struggle with interpretation, leading to anxiety and overlooked issues. We explore the potential of general-purpose Vision-Language Models…

Computer Vision and Pattern Recognition · Computer Science 2026-05-01 Nadia Bakhsheshi , Hamid Beigy

In recent years, vision-language models (VLMs) have been applied to various fields, including healthcare, education, finance, and manufacturing, with remarkable performance. However, concerns remain regarding VLMs' consistency and…

Computer Vision and Pattern Recognition · Computer Science 2024-12-03 Ferhat Ozgur Catak , Murat Kuzlu , Taylor Patrick

Vision-language models have been extensively explored across a wide range of tasks, achieving satisfactory performance; however, their application in medical imaging remains underexplored. In this work, we propose a unified framework -…

Image and Video Processing · Electrical Eng. & Systems 2024-07-18 Khai Le-Duc , Ryan Zhang , Ngoc Son Nguyen , Tan-Hanh Pham , Anh Dao , Ba Hung Ngo , Anh Totti Nguyen , Truong-Son Hy