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Related papers: Pneumothorax Segmentation: Deep Learning Image Seg…

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Pneumothorax, also called a collapsed lung, refers to the presence of the air in the pleural space between the lung and chest wall. It can be small (no need for treatment), or large and causes death if it is not identified and treated on…

Image and Video Processing · Electrical Eng. & Systems 2020-09-09 Ayat Abedalla , Malak Abdullah , Mahmoud Al-Ayyoub , Elhadj Benkhelifa

Fast diagnosis and treatment of pneumothorax, a collapsed or dropped lung, is crucial to avoid fatalities. Pneumothorax is typically detected on a chest X-ray image through visual inspection by experienced radiologists. However, the…

Image and Video Processing · Electrical Eng. & Systems 2021-02-12 Antonio Sze-To , Abtin Riasatian , Hamid R. Tizhoosh

Pneumothorax is a critical condition that requires timely communication and immediate action. In order to prevent significant morbidity or patient death, early detection is crucial. For the task of pneumothorax detection, we study the…

Image and Video Processing · Electrical Eng. & Systems 2019-07-29 André Gooßen , Hrishikesh Deshpande , Tim Harder , Evan Schwab , Ivo Baltruschat , Thusitha Mabotuwana , Nathan Cross , Axel Saalbach

Pneumothorax, the abnormal accumulation of air in the pleural space, can be life-threatening if undetected. Chest X-rays are the first-line diagnostic tool, but small cases may be subtle. We propose an automated deep-learning pipeline using…

Computer Vision and Pattern Recognition · Computer Science 2025-09-05 Alvaro Aranibar Roque , Helga Sebastian

Pneumonia has been one of the fatal diseases and has the potential to result in severe consequences within a short period of time, due to the flow of fluid in lungs, which leads to drowning. If not acted upon by drugs at the right time,…

Computer Vision and Pattern Recognition · Computer Science 2019-04-02 Can Jozef Saul , Deniz Yagmur Urey , Can Doruk Taktakoglu

Pneumothorax, a collapsed or dropped lung, is a fatal condition typically detected on a chest X-ray by an experienced radiologist. Due to shortage of such experts, automated detection systems based on deep neural networks have been…

Image and Video Processing · Electrical Eng. & Systems 2020-07-31 Antonio Sze-To , Hamid Tizhoosh

Biomedical images are increasing drastically. Along the way, many machine learning algorithms have been proposed to predict and identify various kinds of diseases. One such disease is Pneumonia which is an infection caused by both bacteria…

Image and Video Processing · Electrical Eng. & Systems 2021-01-20 Sheikh Md Hanif Hossain , S M Raju , Amelia Ritahani Ismail

Pneumothorax is a relatively common disease, but in some cases, it may be difficult to find with chest radiography. In this paper, we propose a novel method of detecting pneumothorax in chest radiography. We propose an ensemble model of…

Computer Vision and Pattern Recognition · Computer Science 2018-04-19 Tae Joon Jun , Dohyeun Kim , Daeyoung Kim

Pneumonia, caused by bacteria and viruses, is a rapidly spreading viral infection with global implications. Prompt identification of infected individuals is crucial for containing its transmission. This study explores the potential of…

Image and Video Processing · Electrical Eng. & Systems 2023-08-22 M. S. Haque , M. S. Taluckder , S. B. Shawkat , M. A. Shahriyar , M. A. Sayed , C. Modak

Pneumonia is a life-threatening lung infection resulting from several different viral infections. Identifying and treating pneumonia on chest X-ray images can be difficult due to its similarity to other pulmonary diseases. Thus, the…

Image and Video Processing · Electrical Eng. & Systems 2023-12-14 Alhassan Mabrouk , Rebeca P. Díaz Redondo , Abdelghani Dahou , Mohamed Abd Elaziz , Mohammed Kayed

Computer-aided diagnosis for medical imaging is a well-studied field that aims to provide real-time decision support systems for physicians. These systems attempt to detect and diagnose a plethora of medical conditions across a variety of…

Artificial Intelligence · Computer Science 2022-05-25 Glen Smith , Qiao Zhang , Christopher MacLellan

Chest x-ray imaging is widely used for the diagnosis of pneumothorax and there has been significant interest in developing automated methods to assist in image interpretation. We present an image classification pipeline which detects…

Image and Video Processing · Electrical Eng. & Systems 2020-11-17 Benedikt Graf , Arkadiusz Sitek , Amin Katouzian , Yen-Fu Lu , Arun Krishnan , Justin Rafael , Kirstin Small , Yiting Xie

Pneumonia is the leading cause of death among young children and one of the top mortality causes worldwide. The pneumonia detection is usually performed through examine of chest X-ray radiograph by highly-trained specialists. This process…

Image and Video Processing · Electrical Eng. & Systems 2020-12-04 Tatiana Gabruseva , Dmytro Poplavskiy , Alexandr A. Kalinin

Chest X-ray is the most common test among medical imaging modalities. It is applied for detection and differentiation of, among others, lung cancer, tuberculosis, and pneumonia, the last with importance due to the COVID-19 disease.…

Image and Video Processing · Electrical Eng. & Systems 2020-03-24 Gusztáv Gaál , Balázs Maga , András Lukács

Pneumonia has been one of the major causes of morbidities and mortality in the world and the prevalence of this disease is disproportionately high among the pediatric and elderly populations especially in resources trained areas Fast and…

Computer Vision and Pattern Recognition · Computer Science 2026-02-03 Sathish Krishna Anumula , Vetrivelan Tamilmani , Aniruddha Arjun Singh , Dinesh Rajendran , Venkata Deepak Namburi

Computer-aided techniques may lead to more accurate and more acces-sible diagnosis of thorax diseases on chest radiography. Despite the success of deep learning-based solutions, this task remains a major challenge in smart healthcare, since…

Computer Vision and Pattern Recognition · Computer Science 2018-07-10 Hongyu Wang , Yong Xia

Pneumonia is a serious global health problem, contributing to high morbidity and mortality, especially in areas with limited diagnostic tools and healthcare resources. This study develops a Convolutional Neural Network (CNN) based on deep…

Image and Video Processing · Electrical Eng. & Systems 2026-02-17 Hadi Almohab

Lung disease poses a substantial global health challenge, with pneumonia being a prevalent concern. This research focuses on leveraging deep learning techniques to detect and assess pneumonia, addressing two interconnected objectives.…

Computer Vision and Pattern Recognition · Computer Science 2025-02-11 S Kumar Reddy Mallidi

Since, cancer is curable when diagnosed at an early stage, lung cancer screening plays an important role in preventive care. Although both low dose computed tomography (LDCT) and computed tomography (CT) scans provide more medical…

Image and Video Processing · Electrical Eng. & Systems 2020-07-28 Worawate Ausawalaithong , Sanparith Marukatat , Arjaree Thirach , Theerawit Wilaiprasitporn

The ability to predict lung and heart based diseases using deep learning techniques is central to many researchers, particularly in the medical field around the world. In this paper, we present a unique outlook of a very familiar problem of…

Computer Vision and Pattern Recognition · Computer Science 2022-03-30 Sairamvinay Vijayaraghavan , David Haddad , Shikun Huang , Seongwoo Choi
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