Automated detection of COVID-19 through convolutional neural network using chest x-ray images흉부 X- 레이 이미지를 사용한 Convolutional Neural Network를 통한 Covid-19의 자동 감지Research Article Published on 2022-01-212022-09-10 Journal: PLoS ONE [Category] 진단, 치료기술, [키워드] Accuracy Analysis binary classification catastrophic Chest Chest radiography CNN CNNs confirmed case confirmed cases Confusion Convolutional neural networks COVID-19 COVID-19 epidemic dataset demonstrated develop evaluate healthy healthy and infected patients infected patient public health receiver operating characteristics reported ROC scratch transfer treat Variation variations [DOI] 10.1371/journal.pone.0262052 PMC 바로가기 [Article Type] Research Article
COVID-19 Detection in Chest X-ray Images Using a New Channel Boosted CNNArticle Published on 2022-01-212022-10-31 Journal: Diagnostics [Category] COVID-19, [키워드] Accuracy affected auxiliary channel channel boosting CNN Combination Consequences coronavirus COVID-19 COVID-19 infected patients COVID-19 infection dataset datasets deep learning detect detection detection rate f-score Features help homogeneity Image imperative implementation Infection intensity learning limit New pandemic Radiographic Respiratory illness SARS-CoV-2 shown split-transform-merge transfer learning Variation X-ray [DOI] 10.3390/diagnostics12020267 PMC 바로가기 [Article Type] Article
COV-ECGNET: COVID-19 detection using ECG trace images with deep convolutional neural networkResearch Published on 2022-01-192022-10-31 Journal: Health Information Science and Systems [Category] COVID-19, [키워드] Abnormalities Accuracy cardiovascular disease Cardiovascular diseases (CVDs) categories CNN Convolutional neural networks COVID-19 dataset deep learning detect diagnosis of COVID-19 ECG Electrocardiogram (ECG) faster FIVE help lockdown restriction Myocardial infarction outperform Prevent public health reduce Spread the disease the SARS-CoV-2 virus were used [DOI] 10.1007/s13755-021-00169-1 PMC 바로가기 [Article Type] Research
Deep Ensemble Learning-Based Models for Diagnosis of COVID-19 from Chest CT ImagesArticle Published on 2022-01-152022-10-31 Journal: International journal for equity in health [Category] COVID-19, [키워드] Accuracy Analysis analyzed can be used Chest CT Chest CT image Chest CT images CNN Computed tomography Convolutional neural network coronavirus coronavirus detection COVID-19 COVID-19 patients datasets deep deep learning detection system diagnosing Diagnosis greater Health identify Image knowledge learning measure Model network Neural novel outcome Patient polymerase chain positive Precision provide quarantine radiological Radiologists recall reveal risk robust RT-PCR stacking time-consuming transfer learning Treatment variety weighted average ensemble [DOI] 10.3390/healthcare10010166 PMC 바로가기 [Article Type] Article
Contactless Measurement of Vital Signs Using Thermal and RGB Cameras: A Study of COVID 19-Related Health Monitoring열화상 및 RGB 카메라를 사용한 비접촉 생체 신호 측정: COVID 19 관련 건강 모니터링 연구Article Published on 2022-01-142022-09-10 Journal: Sensors (Basel, Switzerland) [Category] SARS, 치료기술, [키워드] applied body temperature body temperature (BT) breaths CNN Convolution COVID distance experiment experiments face detection Face mask Face masks facial healthy subject heart rate heart rate (HR) Image processing measurement monitoring participated Region respiration rate respiration rate (RR) RGB ROIs SIGN signal processing thermal variety Vital vital sign vital signs [DOI] 10.3390/s22020627 PMC 바로가기 [Article Type] Article
Multisource Smart Computer-Aided System for Mining COVID-19 Infection DataArticle Published on 2022-01-062022-10-31 Journal: International journal for equity in health [Category] COVID-19, [키워드] Accuracy Analysis approach approaches assist CAD CNN computer-aided diagnosis (CAD) COVID-19 COVID-19 infection COVID-19 pandemic CXR Data mining datasets deep learning demonstrated detection rate diagnose diagnosing Diagnosis Effectiveness experiment Healthcare system machine learning medical information system naïve overcome parameter problem Respiratory system SmaRT suggested SVM System transfer transfer learning was used X-ray [DOI] 10.3390/healthcare10010109 PMC 바로가기 [Article Type] Article
Detection of COVID-19 findings by the local interpretable model-agnostic explanations method of types-based activations extracted from CNNsResearch article Published on 2022-01-012022-10-05 Journal: Biomedical Signal Processing and Control [Category] 치료기술, [키워드] Accuracy Activation Affect applied approach Bacterial Chest CT findings class CNN collected consequence consolidation COVID-19 dataset deep learning detection diagnosis of COVID-19 disease ground glass Ground glass opacity hospital Image processing individuals İstanbul Local Lower respiratory tract mapping Medical decision support system Pneumonia ResNet model selected suggested Viral pneumonia [DOI] 10.1016/j.bspc.2021.103128 [Article Type] Research article
Computer-aided COVID-19 diagnosis and a comparison of deep learners using augmented CXRs컴퓨터 지원 COVID-19 진단 및 증강 CXR을 사용한 심층 학습기의 비교Article Published on 2022-01-012022-09-11 Journal: Journal of X-ray science and technology [Category] SARS, 치료기술, [키워드] Accuracy augmentation CAD caused characteristic chest X-rays Chest X-Rays (CXRs) classification CNN computer-aided diagnosis (CAD) contagious Convolution convolution neural network (CNN) coronavirus coronavirus disease Coronavirus disease 2019 COVID COVID-19 COVID-19 diagnosis CXR datasets death develop Diagnosis diagnosis of COVID-19 dry cough Early detection early diagnosis evaluated experiment False negative false-negative False-positive fatigue feature Fever Final help IMPROVE injection Long long short-term memory network (LSTM) manifested Medical imaging memory mortality rate network Neural positive rate producing Radiographic receiver operating characteristic Recurrent Recurrent Neural Network reduce respiratory tract infection ROC sensitivity Short-Term Memory specificity Symptom the disease TPR trained model variety [DOI] 10.3233/XST-211047 PMC 바로가기 [Article Type] Article
Multi-COVID-Net: Multi-objective optimized network for COVID-19 diagnosis from chest X-ray imagesResearch article Published on 2022-01-012022-10-05 Journal: Applied Soft Computing [Category] 변종, [키워드] automated automatically Care Chest radiography chest X-ray Chest X-ray image Chest X-ray images CNN COVID-19 COVID-19 diagnosis COVID-19 testing CXR datasets deep deep learning efficient evaluate Grasshopper growth Health healthcare service Hospitalized imperative individual individuals information limit MOGOA Multi-objective optimization occurrence of COVID-19 optimization Patient Pneumonia provide researcher Spread stages tested the disease to define Treatment [DOI] 10.1016/j.asoc.2021.108250 [Article Type] Research article
COFE-Net: An ensemble strategy for Computer-Aided Detection for COVID-19Research article Published on 2022-01-012022-10-05 Journal: Measurement [Category] 치료기술, [키워드] adjust adopted Analysis approach Biomedical measurement chest X-ray Classifier Classifier fusion CNN CNNs COFE-Net Combination confidence score COVID COVID-19 COVID-19 detection CT scan CXR dataset deep learning detect detection Effectiveness Efficacy Ensemble Experimental result Fuzzy integral help inception learning network Neural practitioners professional robust Support the disease therapy Volume [DOI] 10.1016/j.measurement.2021.110289 [Article Type] Research article