A combined deep CNN-LSTM network for the detection of novel coronavirus (COVID-19) using X-ray imagesResearch article Published on 2020-08-152022-10-05 Journal: Informatics in Medicine Unlocked [Category] 치료기술, [키워드] Accuracy assist AUC automated automatically chest X-ray CNN Combination Convolutional neural network coronavirus COVID-19 COVID-19 patient dataset death rate deep learning detection system diagnose Diagnosis diagnostic disease disease detection growth help Long short-term memory memory Novel coronavirus provide reduce sensitivity specificity Spread this system treat were used X-ray [DOI] 10.1016/j.imu.2020.100412 [Article Type] Research article
Comparing different deep learning architectures for classification of chest radiographsArticle Published on 2020-08-122022-10-29 Journal: Scientific Reports [Category] Coronavirus, MERS, [키워드] Area AUROC Chest Chest radiograph CNN Collection comparable complex COVID-19 dataset datasets deep learning detect Image Medical research Pneumonia Radiography receiver operating characteristics representing required Research subject [DOI] 10.1038/s41598-020-70479-z PMC 바로가기 [Article Type] Article
Identifying COVID19 from Chest CT Images: A Deep Convolutional Neural Networks Based ApproachResearch Article Published on 2020-08-112022-10-31 Journal: Journal of Healthcare Engineering [Category] Coronavirus, MERS, SARS, [키워드] applicability approach AUROC average Chest CT images CNN COVID19 deep diagnostic Experimental result Final healthcare identifying Infectious disease limitation network Neural observation Performance metrics RT-PCR utility [DOI] 10.1155/2020/8843664 PMC 바로가기 [Article Type] Research Article
Deep transfer learning artificial intelligence accurately stages COVID-19 lung disease severity on portable chest radiographsResearch Article Published on 2020-07-282022-10-28 Journal: PLoS ONE [Category] COVID-19, MERS, [키워드] Analysis analyzed approach average Chest CNN correlated correlation coefficient COVID-19 COVID-19 patient CXR datasets deep disease severity Infection information lung Lung disease Lung infection management mean absolute error performed predict R 2 radiologist resource risk scored severity severity scores Stage Standard deviation survival transfer Treatment response was used yielding [DOI] 10.1371/journal.pone.0236621 PMC 바로가기 [Article Type] Research Article
Deploying Machine and Deep Learning Models for Efficient Data-Augmented Detection of COVID-19 InfectionsArticle Published on 2020-07-162022-10-28 Journal: Viruses [Category] COVID-19, SARS, [키워드] absence Accuracy Algorithm Asymptomatic carriers average boost clinician CNN computer scientist contribute Corona virus COVID-19 deep deep learning detection diagnoses Diagnosis disease detection domain effective Effectiveness efficient effort ENhance Experimental result fatality healthcare Image processing increase Isolation learning lockdowns Long LSTM networks machine machine learning Migration Model network Neural quarantine reliability reported social distancing threat Treatment utilised virus while World War II [DOI] 10.3390/v12070769 PMC 바로가기 [Article Type] Article
CovXNet: A multi-dilation convolutional neural network for automatic COVID-19 and other pneumonia detection from chest X-ray images with transferable multi-receptive feature optimizationResearch article Published on 2020-07-012022-10-05 Journal: Computers in biology and medicine [Category] SARS, 치료기술, [키워드] Accuracy Algorithm automated caused Chest chest X-ray Chest X-ray image CNN Convolution COVID-19 COVID-19 diagnosis COVID-19 pandemic Critical dataset deep learning diagnosed diagnostic Extensive feature form Imaging informatics initial learning Neural network outbreak Patient patients Pneumonia Pneumonia diagnosis Region similarities transfer learning transferred X-ray [DOI] 10.1016/j.compbiomed.2020.103869 [Article Type] Research article
CovidGAN: Data Augmentation Using Auxiliary Classifier GAN for Improved Covid-19 DetectionComputational and Artificial Intelligence Published on 2020-05-142022-10-30 Journal: Ieee Access [Category] COVID-19, [키워드] abnormality Accuracy acute respiratory syndrome addition augmentation caused chest X-ray classification CNN CNNs Convolutional neural networks coronavirus COVID-19 COVID-19 detection COVID-19 patient CXR deep deep learning detection detrimental ENhance GAN generate generative adversarial networks Health Improved infected patient network outbreak Patient positive produced Radiographic Research robust SARS-CoV-2 shown spread of COVID-19 synthetic data augmentation training data variety viral disease [DOI] 10.1109/ACCESS.2020.2994762 PMC 바로가기 [Article Type] Computational and Artificial Intelligence