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Tuberculosis (TB) is still considered a leading cause of death and a substantial threat to global child health. Both TB infection and disease are curable using antibiotics. However, most children who die of TB are never diagnosed or…

Tuberculosis (TB) remains a global health problem, and is the leading cause of death from an infectious disease. A crucial step in the treatment of tuberculosis is screening high risk populations and the early detection of the disease, with…

Image and Video Processing · Electrical Eng. & Systems 2021-04-15 Alexander Wong , James Ren Hou Lee , Hadi Rahmat-Khah , Ali Sabri , Amer Alaref

Tuberculosis (TB) is a contagious bacterial airborne disease, and is one of the top 10 causes of death worldwide. According to the World Health Organization (WHO), around 1.8 billion people are infected with TB and 1.6 million deaths were…

Image and Video Processing · Electrical Eng. & Systems 2020-12-29 Chirath Dasanayakaa , Maheshi Buddhinee Dissanayake

Background and Objective: Tuberculosis (TB) is a significant public health issue and a leading cause of death worldwide. Millions of deaths can be averted by early diagnosis and successful treatment of TB patients. Automated diagnosis of TB…

Image and Video Processing · Electrical Eng. & Systems 2020-11-20 Anushikha Singh , Brejesh Lall , B. K. Panigrahi , Anjali Agrawal , Anurag Agrawal , Balamugesh Thangakunam , DJ Christopher

Tuberculosis (TB) is still recognized as one of the leading causes of death worldwide. Recent advances in deep learning (DL) have shown to enhance radiologists' ability to interpret chest X-ray (CXR) images accurately and with fewer errors,…

Image and Video Processing · Electrical Eng. & Systems 2023-09-06 Daniel Capellán-Martín , Juan J. Gómez-Valverde , David Bermejo-Peláez , María J. Ledesma-Carbayo

Tuberculosis (TB) remains one of the leading causes of mortality worldwide, particularly in resource-limited countries. Chest X-ray (CXR) imaging serves as an accessible and cost-effective diagnostic tool but requires expert interpretation,…

Computer Vision and Pattern Recognition · Computer Science 2025-12-15 Marshal Ashif Shawkat , Moidul Hasan , Taufiq Hasan

Chest X-ray (CXR) imaging remains one of the most widely used diagnostic tools for detecting pulmonary diseases such as tuberculosis (TB) and pneumonia. Recent advances in deep learning, particularly Vision Transformers (ViTs), have shown…

Computer Vision and Pattern Recognition · Computer Science 2025-09-11 Faisal Ahmed

Tuberculosis (TB) is a chronic lung disease that occurs due to bacterial infection and is one of the top 10 leading causes of death. Accurate and early detection of TB is very important, otherwise, it could be life-threatening. In this…

Machine learning has been an emerging tool for various aspects of infectious diseases including tuberculosis surveillance and detection. However, WHO provided no recommendations on using computer-aided tuberculosis detection software…

Computer Vision and Pattern Recognition · Computer Science 2020-08-04 Seelwan Sathitratanacheewin , Krit Pongpirul

Tuberculosis (TB) is a major global health threat, causing millions of deaths annually. Although early diagnosis and treatment can greatly improve the chances of survival, it remains a major challenge, especially in developing countries.…

Computer Vision and Pattern Recognition · Computer Science 2023-12-06 Yun Liu , Yu-Huan Wu , Shi-Chen Zhang , Li Liu , Min Wu , Ming-Ming Cheng

Recent advancements in deep learning for Medical Artificial Intelligence have demonstrated that models can match the diagnostic performance of clinical experts in adult chest X-ray (CXR) interpretation. However, their application in the…

Computer Vision and Pattern Recognition · Computer Science 2024-09-04 Sheng Cheng , Zbigniew A. Starosolski , Devika Subramanian

Tuberculosis is a deadly infectious disease prevalent around the world. Due to the lack of proper technology in place, the early detection of this disease is unattainable. Also, the available methods to detect Tuberculosis is not up-to a…

Computer Vision and Pattern Recognition · Computer Science 2019-02-26 Ram Srivatsav Ghorakavi

Tuberculosis (TB) is a top-10 cause of death worldwide. Though the WHO recommends chest radiographs (CXRs) for TB screening, the limited availability of CXR interpretation is a barrier. We trained a deep learning system (DLS) to detect…

The results of chest X-ray (CXR) analysis of 2D images to get the statistically reliable predictions (availability of tuberculosis) by computer-aided diagnosis (CADx) on the basis of deep learning are presented. They demonstrate the…

Machine Learning · Computer Science 2018-11-19 Sergii Stirenko , Yuriy Kochura , Oleg Alienin , Oleksandr Rokovyi , Peng Gang , Wei Zeng , Yuri Gordienko

Purpose:Chest X-ray (CXR) is an essential tool and one of the most prescribed imaging to detect pulmonary abnormalities, with a yearly estimate of over 2 billion imaging performed worldwide. However, the accurate and timely diagnosis of TB…

Computer Vision and Pattern Recognition · Computer Science 2023-07-28 Subhankar Chattoraj , Bhargava Reddy , Manoj Tadepalli , Preetham Putha

Although deep learning algorithms have been intensively developed for computer-aided tuberculosis diagnosis (CTD), they mainly depend on carefully annotated datasets, leading to much time and resource consumption. Weakly supervised learning…

Computer Vision and Pattern Recognition · Computer Science 2022-07-04 Chengwei Pan , Gangming Zhao , Junjie Fang , Baolian Qi , Jiaheng Liu , Chaowei Fang , Dingwen Zhang , Jinpeng Li , Yizhou Yu

Tuberculosis (TB), an infectious disease caused by Mycobacterium tuberculosis, continues to be a major global health threat despite being preventable and curable. This burden is particularly high in low and middle income countries.…

Image and Video Processing · Electrical Eng. & Systems 2025-01-08 Greeshma K , Vishnukumar S

Deep learning (DL) has drawn tremendous attention in object localization and recognition for both natural and medical images. U-Net segmentation models have demonstrated superior performance compared to conventional handcrafted…

Computer Vision and Pattern Recognition · Computer Science 2021-03-29 Sivaramakrishnan Rajaraman , Les Folio , Jane Dimperio , Philip Alderson , Sameer Antani

Tuberculosis persists as a global health crisis, especially in resource-limited populations and remote regions, with more than 10 million individuals newly infected annually. It stands as a stark symbol of inequity in public health.…

Image and Video Processing · Electrical Eng. & Systems 2025-03-12 Neel Patel , Alexander Wong , Ashkan Ebadi

Tuberculosis is an infectious disease that is leading to the death of millions of people across the world. The mortality rate of this disease is high in patients suffering from immuno-compromised disorders. The early diagnosis of this…

Image and Video Processing · Electrical Eng. & Systems 2021-08-29 G Jignesh Chowdary , Suganya G , Premalatha M , Karunamurthy K
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