在此背景之下,上海交通大学与上海人工智能实验室联合团队探索了基于医学知识增强的基础模型预训练方法,发布了首个胸部 X-ray 的基础模型,即 KAD(Knowledge-enhanced Auto Diagnosis Model)。该模型通过在大规模医学影像与放射报告数据进行预训练,通过文本编码器对高质量医疗知识图谱进行隐空间嵌入,利用视觉 - 语言...
Hakama,K. Holli.Role of Chest X-ray in Diagnosis of the First Breast Cancer Relapse: A Randomized Trial[J]. Breast Cancer Research and Treatment .2003(1)Kokko R, Hakama M, Holli K. Role of chest X-ray in diagnosis of the first breast cancer relapse: a randomized trial. Breast Cancer...
Although deep learning-based computer-aided diagnosis systems have recently achieved expert-level performance, developing a robust model requires large, high-quality data with annotations that are expensive to obtain. This situation poses a conundrum that annually-collected chest x-rays cannot be utilized...
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
X rays and the diagnosis of affections ofthe chestdoi:10.1016/S0366-0850(07)80031-7ELSEVIERBritish Journal of Tuberculosis
P159 Rate of chest x-rays (CXR) twelve months prior diagnosis of lung cancer Introduction UK 5 year survival from lung cancer lags behind other developed nations, and one suggested reason is late stage at diagnosis. Efforts are ther... A Dwarakanath,MEJ Callister - 《Thorax》 被引量: 0...
COVID-19 Detection Chest X-rays and CT scans: COVID-19 Detection based on Chest X-rays and CT Scans using four Transfer Learning algorithms: VGG16, ResNet50, InceptionV3, Xception. The models were trained for 500 epochs on around 1000 Chest X-rays and around 750 CT Scan images on Goog...
Diagnosis typically relies on manual examination of chest X-ray images. Leveraging computer vision and deep learning can expedite the diagnostic process, potentially saving lives. This study aims to enhance pneumonia diagnosis by introducing a robust image classifier using transfer learning techniques. We...
Chest X-rays is one of the most commonly available and affordable radiological examinations in clinical practice. While detecting thoracic diseases on chest X-rays is still a challenging task for machine intelligence, due to 1) the highl... C Yan,J Yao,R Li,... 被引量: 2发表: 2018年 ...