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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…

图像与视频处理 · 电气工程与系统科学 2020-11-20 Anushikha Singh , Brejesh Lall , B. K. Panigrahi , Anjali Agrawal , Anurag Agrawal , Balamugesh Thangakunam , DJ Christopher

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.…

计算机视觉与模式识别 · 计算机科学 2023-12-06 Yun Liu , Yu-Huan Wu , Shi-Chen Zhang , Li Liu , Min Wu , Ming-Ming Cheng

Tuberculosis (TB) is a contagious disease that causes 1.5 million deaths per year globally. Early diagnosis of TB patients is critical to control its spread. However, standard TB diagnostic tests such as sputum culture take days to weeks to…

医学物理 · 物理学 2022-08-26 Ubaid Ullah , Zarfishan Tahir , Obaidullah Qazi , Shaper Mirza , M. Imran Cheema

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…

计算机视觉与模式识别 · 计算机科学 2020-08-04 Seelwan Sathitratanacheewin , Krit Pongpirul

Tuberculosis(TB) in India is the world's largest TB epidemic. TB leads to 480,000 deaths every year. Between the years 2006 and 2014, Indian economy lost US$340 Billion due to TB. This combined with the emergence of drug resistant bacteria…

计算机视觉与模式识别 · 计算机科学 2018-01-23 Sonaal Kant , Muktabh Mayank Srivastava

Accurate detection and segmentation of glomeruli in kidney tissue are essential for diagnostic applications. Traditional deep learning methods primarily rely on semantic segmentation, which often fails to precisely delineate adjacent…

Automatic classification of active tuberculosis from chest X-ray images has the potential to save lives, especially in low- and mid-income countries where skilled human experts can be scarce. Given the lack of available labeled data to…

计算机视觉与模式识别 · 计算机科学 2024-10-10 Özgür Acar Güler , Manuel Günther , André Anjos

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,…

图像与视频处理 · 电气工程与系统科学 2023-09-06 Daniel Capellán-Martín , Juan J. Gómez-Valverde , David Bermejo-Peláez , María J. Ledesma-Carbayo

This paper proposes applying a novel deep-learning model, TBDLNet, to recognize CT images to classify multidrug-resistant and drug-sensitive tuberculosis automatically. The pre-trained ResNet50 is selected to extract features. Three…

图像与视频处理 · 电气工程与系统科学 2023-12-07 Ziquan Zhu , Jing Tao , Shuihua Wang , Xin Zhang , Yudong Zhang

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…

机器学习 · 计算机科学 2020-09-07 Toktam Khatibi , Ali Farahani , Hossein Sarmadian

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…

图像与视频处理 · 电气工程与系统科学 2021-08-29 G Jignesh Chowdary , Suganya G , Premalatha M , Karunamurthy K

We propose a learning method well-suited to infer the presence of Tuberculosis (TB) manifestations on Computer Tomography (CT) scans mimicking the radiologist reports. Latent features are extracted from the CT volumes employing the V-Net…

图像与视频处理 · 电气工程与系统科学 2019-07-30 Pedro M. Gordaliza , Juan José Vaquero , Sally Sharpe , Fergus Gleeson , Arrate Muñoz-Barrutia

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…

计算机视觉与模式识别 · 计算机科学 2022-07-04 Chengwei Pan , Gangming Zhao , Junjie Fang , Baolian Qi , Jiaheng Liu , Chaowei Fang , Dingwen Zhang , Jinpeng Li , Yizhou Yu

This paper proposes a 3D attention-based U-Net architecture for multi-region segmentation of brain tumors using a single stacked multi-modal volume created by combining three non-native MRI volumes. The attention mechanism added to the…

图像与视频处理 · 电气工程与系统科学 2023-05-11 Maryann M. Gitonga

The evaluation of infectious disease processes on radiologic images is an important and challenging task in medical image analysis. Pulmonary infections can often be best imaged and evaluated through computed tomography (CT) scans, which…

图像与视频处理 · 电气工程与系统科学 2021-09-24 Ashia Lewis , Evanjelin Mahmoodi , Yuyue Zhou , Megan Coffee , Elena Sizikova

Tuberculosis (TB) remains a global health threat, ranking among the leading causes of mortality worldwide. In this context, machine learning (ML) has emerged as a transformative force, providing innovative solutions to the complexities…

Tuberculosis (TB) remains a significant global health challenge, with pediatric cases posing a major concern. The World Health Organization (WHO) advocates for chest X-rays (CXRs) for TB screening. However, visual interpretation by…

Score-based algorithms for tuberculosis (TB) verbal screening perform poorly, causing misclassification that leads to missed cases and unnecessary costly laboratory tests for false positives. We compared score-based classification defined…

机器学习 · 计算机科学 2020-11-17 Ali Akbar Septiandri , Aditiawarman , Roy Tjiong , Erlina Burhan , Anuraj Shankar

Lung segmentation in chest X-ray images is of paramount importance as it plays a crucial role in the diagnosis and treatment of various lung diseases. This paper presents a novel approach for lung segmentation in chest X-ray images by…

图像与视频处理 · 电气工程与系统科学 2024-05-08 Mohammad Ali Labbaf Khaniki , Mohammad Manthouri

Tuberculosis (TB), a bacterial disease mainly affecting the lungs, is one of the leading infectious causes of mortality worldwide. To prevent TB from spreading within the body, which causes life-threatening complications, timely and…

音频与语音处理 · 电气工程与系统科学 2023-10-30 Chandra Suda