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相关论文: A Locating Model for Pulmonary Tuberculosis Diagno…

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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…

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…

计算机视觉与模式识别 · 计算机科学 2019-02-26 Ram Srivatsav Ghorakavi

Tuberculosis (TB) is an infectious disease caused by Mycobacterium tuberculosis (Mtb.) that produces pulmonary damage due to its airborne nature. This fact facilitates the disease fast-spreading, which, according to the World Health…

图像与视频处理 · 电气工程与系统科学 2022-06-01 Pedro M. Gordaliza

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

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

Lung diseases such as COVID-19, tuberculosis (TB), and pneumonia continue to be serious global health concerns that affect millions of people worldwide. In medical practice, chest X-ray examinations have emerged as the norm for diagnosing…

图像与视频处理 · 电气工程与系统科学 2023-10-11 Aditya Kulkarni , Guruprasad Parasnis , Harish Balasubramanian , Vansh Jain , Anmol Chokshi , Reena Sonkusare

This study explores the application of machine learning models, specifically a pretrained ResNet-50 model and a general SqueezeNet model, in diagnosing tuberculosis (TB) using chest X-ray images. TB, a persistent infectious disease…

计算机视觉与模式识别 · 计算机科学 2025-12-03 Daanish Hindustani , Sanober Hindustani , Preston Nguyen

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) 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,…

计算机视觉与模式识别 · 计算机科学 2025-12-15 Marshal Ashif Shawkat , Moidul Hasan , Taufiq Hasan

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…

图像与视频处理 · 电气工程与系统科学 2020-12-29 Chirath Dasanayakaa , Maheshi Buddhinee Dissanayake

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…

图像与视频处理 · 电气工程与系统科学 2021-04-15 Alexander Wong , James Ren Hou Lee , Hadi Rahmat-Khah , Ali Sabri , Amer Alaref

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…

计算机视觉与模式识别 · 计算机科学 2021-03-29 Sivaramakrishnan Rajaraman , Les Folio , Jane Dimperio , Philip Alderson , Sameer Antani

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…

机器学习 · 计算机科学 2018-11-19 Sergii Stirenko , Yuriy Kochura , Oleg Alienin , Oleksandr Rokovyi , Peng Gang , Wei Zeng , Yuri Gordienko

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…

图像与视频处理 · 电气工程与系统科学 2021-05-10 Sivaramakrishnan Rajaraman , Ghada Zamzmi , Les Folio , Philip Alderson , Sameer Antani

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

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

Pulmonary pathologies are a significant global health concern, often leading to fatal outcomes if not diagnosed and treated promptly. Chest radiography serves as a primary diagnostic tool, but the availability of experienced radiologists…

图像与视频处理 · 电气工程与系统科学 2024-12-17 Abdelbaki Souid , Mohamed Hamroun , Soufiene Ben Othman , Hedi Sakli , Naceur Abdelkarim

Crohn's disease and intestinal tuberculosis share many overlapping features such as clinical, radiological, endoscopic, and histological features - particularly granulomas, making it challenging to clinically differentiate them. Our…

图像与视频处理 · 电气工程与系统科学 2025-03-04 Shashwat Gupta , Sarthak Gupta , Akshan Agrawal , Mahim Naaz , Rajanikanth Yadav , Priyanka Bagade

Bronchoscopy inspection as a follow-up procedure from the radiological imaging plays a key role in lung disease diagnosis and determining treatment plans for the patients. Doctors needs to make a decision whether to biopsy the patients…

计算机视觉与模式识别 · 计算机科学 2018-02-13 Tao Tan , Zhang Li , Haixia Liu , Ping Liu , Wenfang Tang , Hui Li , Yue Sun , Yusheng Yan , Keyu Li , Tao Xu , Shanshan Wan , Ke Lou , Jun Xu , Huiming Ying , Quchang Ouyang , Yuling Tang , Zheyu Hu , Qiang Li

The paper presents and comparatively analyses several deep learning approaches to automatically detect tuberculosis related lesions in lung CTs, in the context of the ImageClef 2020 Tuberculosis task. Three classes of methods, different…

图像与视频处理 · 电气工程与系统科学 2020-09-10 Radu Miron , Cosmin Moisii , Mihaela Breaban
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