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Related papers: Improving Tuberculosis (TB) Prediction using Synth…

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Tuberculosis (TB) is an airborne disease caused by the bacterium Mycobacterium tuberculosis (M. tb). Prior to the COVID-19 pandemic, TB was the leading cause of death from an infectious agent globally. However, most people exposed to M. tb…

Quantitative Methods · Quantitative Biology 2026-03-02 James W. G. Doran , Christopher F. Rowlatt , Gibin G. Powathil , Ruth Bowness , Christian A. Yates

Lung infections, particularly pneumonia, pose serious health risks that can escalate rapidly, especially during pandemics. Accurate AI-based severity prediction from medical imaging is essential to support timely clinical decisions and…

Computer Vision and Pattern Recognition · Computer Science 2025-10-09 Bouthaina Slika , Fadi Dornaika , Fares Bougourzi , Karim Hammoudi

Tuberculosis (TB), caused by a germ called Mycobacterium tuberculosis, is one of the most serious public health problems in Peru and the world. The development of this project seeks to facilitate and automate the diagnosis of tuberculosis…

Image and Video Processing · Electrical Eng. & Systems 2020-07-07 Dennis Núñez-Fernández , Lamberto Ballan , Gabriel Jiménez-Avalos , Jorge Coronel , Mirko Zimic

Regular tuberculosis (TB) screening is required for healthcare employees since they can come into contact with infected patients. TB is a serious, contagious, and potentially deadly disease. Early detection of the disease, even when it is…

Optimization and Control · Mathematics 2020-07-14 Mahsa Kiani , Tugce Isik , Burak Eksioglu

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

Compared with chest X-ray (CXR) imaging, which is a single image projected from the front of the patient, chest digital tomosynthesis (CDTS) imaging can be more advantageous for lung lesion detection because it acquires multiple images…

Image and Video Processing · Electrical Eng. & Systems 2022-06-29 Kyung-Su Kim , Ju Hwan Lee , Seong Je Oh , Myung Jin Chung

Tuberculosis (TB) is a infectious global health challenge. Chest X-rays are a standard method for TB screening, yet many countries face a critical shortage of radiologists capable of interpreting these images. Machine learning offers an…

Computer Vision and Pattern Recognition · Computer Science 2025-03-04 Denis Musinguzi , Andrew Katumba , Sudi Murindanyi

CT image-guided thermal ablation is widely used for lung cancer treatment; however, follow-up data indicate that physicians' subjective assessments of intraoperative images often overestimate the ablation effect, potentially leading to…

Computer Vision and Pattern Recognition · Computer Science 2025-04-09 Wan Li , Wei Li , Moheng Rong , Yutao Rao , Hui Tang , Yudong Zhang , Feng Wang

Background: Mycobacterium Tuberculosis (TB) is an infectious bacterial disease presenting similar symptoms to pneumonia; therefore, differentiating between TB and pneumonia is challenging. Therefore, the main aim of this study is proposing…

Machine Learning · Computer Science 2020-09-07 Toktam Khatibi , Ali Farahani , Hossein Sarmadian

Clinicians in the frontline need to assess quickly whether a patient with symptoms indeed has COVID-19 or not. The difficulty of this task is exacerbated in low resource settings that may not have access to biotechnology tests. Furthermore,…

Image and Video Processing · Electrical Eng. & Systems 2021-08-23 Ali H. Al-Timemy , Rami N. Khushaba , Zahraa M. Mosa , Javier Escudero

There is a growing interest in the automated analysis of chest X-Ray (CXR) as a sensitive and inexpensive means of screening susceptible populations for pulmonary tuberculosis. In this work we evaluate the latest version of CAD4TB, a…

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 (TB) is the world's deadliest infectious disease, with over 1.5 million deaths annually and 10 million new cases reported each year. The causative organism, Mycobacterium tuberculosis (Mtb) can take nearly 40 days to culture, a…

Tuberculosis remains a significant global health challenge, with millions of new cases reported annually. Recent studies suggest that expanding the accessibility of TB intervention programs can lead to a substantial decrease in both TB…

Tuberculosis (TB) is the leading cause of death from an infectious disease globally, with the highest burden in low- and middle-income countries. In these regions, limited healthcare access and high patient-to-provider ratios impede…

Artificial Intelligence · Computer Science 2025-03-03 Daniil Filienko , Mahek Nizar , Javier Roberti , Denise Galdamez , Haroon Jakher , Sarah Iribarren , Weichao Yuwen , Martine De Cock

Bacteraemia, a bloodstream infection with high morbidity and mortality rates, poses significant diagnostic challenges. Accurate diagnosis through blood cultures is resource-intensive. Developing a machine learning model to predict blood…

Machine Learning · Computer Science 2024-10-29 Kira Sam

Artificial intelligence (AI) products can be trained to recognize tuberculosis (TB)-related abnormalities on chest radiographs. Various AI products are available commercially, yet there is lack of evidence on how their performance compared…

Chest X-rays are the most commonly performed diagnostic examination to detect cardiopulmonary abnormalities. However, the presence of bony structures such as ribs and clavicles can obscure subtle abnormalities, resulting in diagnostic…

Image and Video Processing · Electrical Eng. & Systems 2021-05-10 Sivaramakrishnan Rajaraman , Ghada Zamzmi , Les Folio , Philip Alderson , Sameer Antani

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

Large-scale tuberculosis (TB) screening is limited by the high cost and operational complexity of traditional diagnostics, creating a need for artificial-intelligence solutions. We propose DeepGB-TB, a non-invasive system that instantly…

Machine Learning · Computer Science 2026-02-03 Zhixiang Lu , Yulong Li , Feilong Tang , Zhengyong Jiang , Chong Li , Mian Zhou , Tenglong Li , Jionglong Su