Tracking and predicting COVID-19 radiological trajectory on chest X-rays using deep learning Research Published on 2022-04-042022-10-05 Journal: Scientific Reports [Category] 치료법, [키워드] 95% CI Accuracy Algorithm Analysis AUC category chest X-ray Chest X-ray image Clinical data Clinical outcome collected correlated Course COVID-19 COVID-19 patient Critically ill CXR dataset deep deep learning diagnostic disease severity Evolution feature ICU ICU patient information Intubated Local machine-learning management Mann-Whitney test mapped outcome Patient patients performed predict predicted radiological receiver operating characteristic sample sizes severity shown significantly Stratification the disease trajectory unique [DOI] 10.1038/s41598-022-09356-w [Article Type] Research
A fuzzy-enhanced deep learning approach for early detection of Covid-19 pneumonia from portable chest X-ray imagesResearch article Published on 2022-04-012022-10-05 Journal: Neurocomputing [Category] 치료기술, [키워드] Accuracy Algorithm Analysis approach approaches carried chest X-ray Chest X-ray image clinical decision Combination Convolutional neural network COVID-19 COVID-19 pneumonia CXR dataset deep learning Diagnosis early diagnosis effective Experimental result Explainable artificial intelligence facilitate feature Features Fuzzy logic Health help hospitalised Intensive Interpretation interstitial pneumonia management methodology pandemic Patient patients perceptron Portable systems Radiologists Spread Support virus [DOI] 10.1016/j.neucom.2022.01.055 [Article Type] Research article
Detection and classification of COVID-19 disease from X-ray images using convolutional neural networks and histogram of oriented gradientsResearch article Published on 2022-04-012022-10-05 Journal: Biomedical Signal Processing and Control [Category] 진단, 치료기술, [키워드] accompanied Accuracy addition approach caused chest X-ray Chest X-ray image CNN collected country COVID-19 COVID-19 diagnosis COVID-19 disease COVID-19 pandemic COVID-19 test deaths deep learning detection diagnose Diagnosis diagnosis of COVID-19 diagnostic died equipment evaluated experiment feature help HOG hospitals humans increase in infected with COVID-19 Kera lack lethal disease machine learning Measures novel coronavirus disease patients Radiologists spread to SVM TensorFlow Treatment unique university was performed was used X-ray YOLOv3 [DOI] 10.1016/j.bspc.2022.103530 [Article Type] Research article
SAM: Self-augmentation mechanism for COVID-19 detection using chest X-ray imagesResearch article Published on 2022-04-012022-10-05 Journal: Knowledge-Based Systems [Category] 치료기술, [키워드] Accuracy affected alleviate Analysis applied approach bidirectional BiLSTM carried Chest CT chest X-ray Chest X-ray image CNN CNNs conducted Contact country COVID-19 COVID-19 detection COVID-19 infected patient COVID-19 infection database datasets deep detect diagnosing Diagnosis Evidence experiment feature Feature augmentation Features generate Healthcare systems independent Infection information lack Lung infection mechanism offer PCA PCR processed provide radiological RICA RT-PCR Scientific community stimulated transfer learning viral disease virus weakened X-ray [DOI] 10.1016/j.knosys.2022.108207 [Article Type] Research article
An artificial intelligence deep learning platform achieves high diagnostic accuracy for Covid-19 pneumonia by reading chest X-ray imagesResearch article Published on 2022-03-072022-10-05 Journal: iScience [Category] 비임상, 진단, 치료기술, [키워드] Accuracy analyzed artificial intelligence Bacterial build cause caused Chest X-ray image Chest X-ray images Clinical diagnosis clinical feature coronavirus disease COVID-19 pneumonia Critical deep learning Deep Learning Method detect develop diagnostic healthy individuals lung Lung infection organism Patient platform Pneumonia radiology RNA severity the disease Treatment Viral pneumonia Virology X-ray [DOI] 10.1016/j.isci.2022.104031 [Article Type] Research article
Bayesian-based optimized deep learning model to detect COVID-19 patients using chest X-ray image data흉부 X선 영상 데이터를 이용한 코로나19 환자 검출을 위한 베이지안 기반 최적화 딥러닝 모델Article Published on 2022-03-012022-09-11 Journal: Computers in biology and medicine [Category] SARS, 치료기술, [키워드] Accuracy Analysis artefact artificial artificial intelligence assist Bayesian Bayesian optimization changed chest X-ray Chest X-ray image Chest X-ray images CNN components Convolutional neural network coronavirus disease Coronavirus disease 2019 COVID-19 COVID-19 patient Critical dataset deep deep learning detect domain domains Features globe Image image classification intelligence learning optimization provided recent Recognition Research Research question researchers shown suggested variety [DOI] 10.1016/j.compbiomed.2022.105213 PMC 바로가기 [Article Type] Article
Image and structured data analysis for prognostication of health outcomes in patients presenting to the ED during the COVID-19 pandemicResearch article Published on 2022-02-012022-10-05 Journal: International journal of medical informatics [Category] 변종, [키워드] Accuracy acute respiratory distress addition Admission adverse outcome Algorithm applicability ARDS AUC available data can be used center Chest chest radiographs Chest X-ray image Clinical data clinical decision clinical settings Compact Computed tomography COVID-19 COVID-19 infection COVID-19 pandemic COVID-19 symptoms Data analysis death deep learning detect develop EHR events finding Gradient Health help ICU ICU admission Image increased risk intensive care LIGHT machine machine learning model Machine/deep learning material moderate Mortality Older outcome Patient patients predict presenting principal required Research risk risk stratification Severe infection stratified Symptom syndrome transfer university variable variables was used with COVID-19 [DOI] 10.1016/j.ijmedinf.2021.104662 [Article Type] Research article
COVID-19 detection using chest X-ray images based on a developed deep neural network개발된 심층신경망 기반 흉부 X선 영상을 이용한 코로나19 탐지Article Published on 2022-02-012022-09-11 Journal: Slas Technology [Category] COVID19(2023년), SARS, 치료기술, [키워드] Accuracy added addition approaches assist assumption Bacterial chest X-ray Chest X-ray image COVID-19 database databases Diagnosis effective expressed feature Final Human Infectious disease investigated lung Mortality Neural New coronavirus Pneumonia radiologist Radiologists raw data robust scenario solution Spread tested the disease time virus [DOI] 10.1016/j.slast.2021.10.011 PMC 바로가기 [Article Type] Article
A computer-aided diagnosis system for the classification of COVID-19 and non-COVID-19 pneumonia on chest X-ray images by integrating CNN with sparse autoencoder and feed forward neural networkCNN과 sparse autoencoder 및 피드포워드 신경망을 통합하여 흉부 X선 영상에서 COVID-19 및 non-COVID-19 폐렴 분류를 위한 컴퓨터 지원 진단 시스템Article Published on 2022-02-012022-09-11 Journal: Computers in biology and medicine [Category] COVID19(2023년), SARS, 치료기술, [키워드] Accuracy acute respiratory syndrome coronavirus affected assist AUC can be used caused chest X-ray Chest X-ray image Chest X-ray images CNN combating Combination computer-aided detection coronavirus 2 COVID-19 CT scans datasets deep learning Developing Diagnosis disease early diagnosis feature Feed forward neural network Forward golden standard IMPROVE Infectious disease Infectious diseases network Neural Non-COVID-19 outbreak pandemic Pneumonia Radiographic reduction resources respiratory RT-PCR SARS-CoV-2 severe acute respiratory syndrome Coronavirus severe acute respiratory syndrome coronavirus 2 Sparse autoencoder. the disease Ultrasound Usage virus World Health Organisation X-ray [DOI] 10.1016/j.compbiomed.2021.105134 PMC 바로가기 [Article Type] Article
ENResNet: A novel residual neural network for chest X-ray enhancement based COVID-19 detectionResearch article Published on 2022-02-012022-10-05 Journal: Biomedical Signal Processing and Control [Category] 변종, 치료기술, [키워드] Accuracy automatic detection binary classification chest X-ray Chest X-ray image Classifier CNN Corona COVID COVID-19 CXR deep learning detect Diagnosis early stage eight exhibit Final Image enhancement impairment Mutation normal normalized pandemic Pneumonia positive produced Resnet suggested Symptoms virus [DOI] 10.1016/j.bspc.2021.103286 [Article Type] Research article