Pneumothorax Detection and Classification on Chest Radiographs using Artificial Intelligence


Pneumothorax Detection and Classification on Chest Radiographs using Artificial Intelligence

Pneumothorax Detection and Classification on Chest Radiographs using Artificial Intelligence

A pneumothorax is an abnormal collection of air in the pleural space between the lung and the chest wall. This air pushes on the outside of the lung, causing it to collapse. A pneumothorax can be caused by a blunt or penetrating chest injury, certain medical procedures, or from underlying lung disease, typically emphysema. Depending on its size, pneumothorax can result in complete lung collapse or collapse of only a portion of the lung. Occasionally it may occur for no obvious reason (idiopathic). Pneumothorax can potentially be life-threatening and is considered to represent a critical finding in Emergency Radiology (ER), requiring immediate reporting to the treating physician to ensure immediate medical attention. Hence, Pneumothorax detection is of critical importance in clinical care. Pneumothorax may be detected with the help of image processing and deep learning algorithms. If utilized effectively, deep learning techniques can assist radiologists with quick detection, segmentation, classification and quantification of pneumothorax. In this paper, we evaluate two deep learning architectures for the detection and segmentation of pneumothorax regions on chest radiograph images. The AI system detects regions of pneumothorax in a chest radiograph and may assist the radiologist to review on priority the cases that contain a pneumothorax and thus facilitate early management of patients.

non prescription medication for premature ejaculation male sexual power enhancement viagra pills 250 mg do male enhancement rings work biolyfe gummies for male enhancement legit male enhancement product can you start having premature ejaculations from drugs is there any male enhancement pills that work what does extenze pills do for you bullseye gummies male enhancement best male sex enhancer supplement rhino pills near me common cardiac medicationscommom high blood pressure drugs blood pressure medications with fewest side effects most popular blood pressure medications dr merritt does blood pressure medication need to be taken daily dextromethorphan blood pressure medication what reading on blood pressure medication safe blood pressure medication when pregnant high blood pressure pill and marijuana blood pressure medication foot pain traditional high blood pressure medications high blood pressure medication aneurysm high blood pressure medication water pill treatment for high blood pressure while pregnant blood pressure high can i take another pill low blood pressure medication reddit could blood pressure medication make your vagina itch blood pressure pill weight gain coreg blood pressure medication aml blood pressure medication cost the issue with blood pressure pills high blood pressure even under medication blood pressure medication list alphabetically how do you lower your blood pressure without taking medication does blood pressure medication prevent heart attacks what will expired blood pressure medication do took 2 blood pressure pills best blood pressure medication with least amount of side effects is there an over the counter pill for blood pressure

slot gacor 777

slot gacor 777

bonus new member 100

slot qris

bonus new member

depo 20 bonus 20