KAD 的训练框架只需要影像 - 报告数据，不依赖于人工注释，在下游胸部 X-ray 诊断任务上，无需任何监督微调，即达到与专业放射科医生相当的精度；支持开放集疾病诊断任务，同时以注意力图形式提供对病灶的位置定位，增强模型的可解释性。值得注意的是，该研究提出的基于知识增强的表征学习方法不局限于胸部 X-ray，期...
Chest X-Rays Unreliable for Diagnosing PneumoniaThe article focuses on the study conducted by Eric K. Judd and colleagues which shows that chest X-rays are not reliable in diagnosing pneumonia in p...
Pneumonia is one of the diseases that causes the most fatalities worldwide, especially in children. Recently, pneumonia-caused deaths have increased dramatically due to the novel Coronavirus global pandemic. Chest X-ray (CXR) images are one of the most r
Worldwide, pneumonia is the leading cause of infant mortality. Experienced radiologists use chest X-rays to diagnose pneumonia and other respiratory diseases. The diagnostic procedure's complexity causes radiologists to disagree with the decision. Early
Chest X-rays tests are ordered by physicians for a variety of reasons. Many clinical conditions can be evaluated by this simple radiology test. Some of the common conditions detected on a chest X-ray include,pneumonia, enlarged heart,congestive heart failure, lung mass, rib fractures, fluid aro...
such as a dry, hacking cough, breathing difficulties and high fever – generally receive a stethoscope examination of the lungs, followed by a chest X-ray to confirm diagnosis. Distinguishing between bacterial and viral pneumonia, however, remains a challenge, as both have similar clinical ...
Chest X-ray is the exam of choice to diagnose pneumonia. However, lung ultrasound is a safer and less costly alternative according to the results of a study published online inChestthat compared the two types of exams in children. The prospective, randomized, control trial conducted by physician...
Chest X-Rays (CXRs) continue to be the main imaging tool used by radiologists for the detection of pneumonia and is commonly employed in clinical settings. Clinical diagnosis is the typical way to detect pneumonia, yet a variety of Deep Learning (DL) models have been established that use CAD...
Deep learning-based algorithms, like U-Net, SegNet [13], Chexnet [14], and CardiacNet have recently been used for clinical image analysis. Here is a summary of recent research about how chest X-rays can be used to find out if someone has pneumonia: Here is how the paper is ...
We develop an algorithm that can detect pneumonia from chest X-rays at a level exceeding practicing radiologists. Our algorithm, CheXNet, is a 121-layer convolutional neural network trained on ChestX-ray14, currently the largest publicly available chest X-ray dataset, ...