CAD systems for COVID-19 diagnosis and disease stage classification by segmentation of infected regions from CT imagesArticle Published on 2022-07-062023-06-19 Journal: BMC Bioinformatics [Category] MERS, [키워드] classification Computed tomography computer-aided diagnosis COVID-19 deep neural network machine learning Semantic segmentation Severity Score [DOI] 10.1186/s12859-022-04818-4 PMC 바로가기
Fully automatic deep convolutional approaches for the analysis of COVID-19 using chest X-ray imagesResearch article Published on 2022-01-012022-10-05 Journal: Applied Soft Computing [Category] 바이오마커, 치료기술, [키워드] Accuracy acute respiratory syndrome Analysis approach approaches caused chest X-ray Chest X-ray image clinician Complication computer-aided diagnosis coronavirus COVID-19 Critical dataset deep learning Diagnosis disease early treatment evaluated experiment global pandemic healthy helping Image Infectious disease initial Italian lung Lung diseases North America pandemic pathology patients performed Pneumonia Prevent Pulmonary disease detection radiology SARS-CoV-2 similarity Society Stage World Health Organization X-ray X-ray imaging [DOI] 10.1016/j.asoc.2021.108190 [Article Type] Research article
CGENet: A Deep Graph Model for COVID-19 Detection Based on Chest CTArticle Published on 2021-12-272022-10-28 Journal: Biology [Category] COVID-19, [키워드] Accuracy addition Algorithm Algorithms assist average backbone boost Chest computed tomography Chest CT images chose Classifier computer-aided diagnosis Convolutional neural network COVID-19 COVID-19 diagnosis COVID-19 samples dataset deep detection detection system determine diagnosis of COVID-19 effective evaluated extreme extreme learning machine feedforward neural network graph Graph neural network introduced mechanism Model produced simple Spread transfer transfer learning vectors [DOI] 10.3390/biology11010033 PMC 바로가기 [Article Type] Article
Automatic Classification Between COVID-19 and Non-COVID-19 Pneumonia Using Symptoms, Comorbidities, and Laboratory Findings: The Khorshid COVID Cohort StudyMedicine Published on 2021-11-182022-10-31 Journal: Frontiers in Medicine [Category] COVID-19, [키워드] Accuracy acute respiratory syndrome addition Algorithm analyzed AUC Automatic Biomarkers Blood blood test C-reactive protein Characteristics chest CT scan chest CT-scan classification Classifier coefficient Combination Comorbidity computer-aided diagnosis Confusion control group coronavirus COVID COVID-19 COVID-19 diagnosis CT-scan dataset datasets demographics Diagnosis diagnostic disease early diagnosis Gender gold standard Health Khorshid machine learning MCC Negative predictive value NPV Odds ratio patients with COVID-19 patients with pneumonia performance performed Positive predictive value PPV risk of infection ROC RT-PCR SARS-CoV-2 Screening selected sensitivity Shortness of breath specificity stability stratified Symptom symptom duration Symptoms validation studies was performed was used White blood cell [DOI] 10.3389/fmed.2021.768467 PMC 바로가기 [Article Type] Medicine
Domain-Adaptive Artificial Intelligence-Based Model for Personalized Diagnosis of Trivial Lesions Related to COVID-19 in Chest Computed Tomography ScansArticle Published on 2021-10-072022-10-30 Journal: Journal of Personalized Medicine [Category] COVID-19, [키워드] artificial artificial intelligence AUC average CAD Computed tomography computed tomography scan computer-aided diagnosis consolidation COVID-19 COVID-19 infection segmentation CT scans DAL-Net datasets Deep Learning Method Diagnosis diagnostic effective evaluate exhibit ground-glass opacity Health lesion linear lung lung CT scan Lung disease memory Model outperform patients preventive measure professional regions robust time-consuming Treatment [DOI] 10.3390/jpm11101008 PMC 바로가기 [Article Type] Article
Automatic Detection of Coronavirus Disease (COVID-19) in X-ray and CT Images: A Machine Learning Based ApproachResearch article Published on 2021-07-012022-10-05 Journal: Biocybernetics and Biomedical Engineering [Category] 치료기술, [키워드] abnormality Accuracy acute respiratory distress antiviral drug approach approved assist Automatic Canada chest X-ray Classifier clinically complications computer-aided diagnosis coronavirus disease COVID-19 Critical dataset deep learning detection Diagnosis diagnosis of COVID-19 dry cough feature Feature extraction Fever help Lung Opacity machine learning machine learning classifier MONITOR multi-organ failure pathogenic Pneumonia progression Pulmonary edema reduce mortality Septic shock sore throat subject Support symptoms of COVID-19 syndrome the disease transfer learning Treatment Vaccine while X-ray [DOI] 10.1016/j.bbe.2021.05.013 [Article Type] Research article
Pulmonary vascular enlargement and lesion extent on computed tomography are correlated with COVID-19 disease severityArticle Published on 2021-05-012023-06-19 Journal: Japanese journal of radiology [Category] MERS, SARS, [키워드] Computed tomography computer-aided diagnosis COVID-19 lung Pneumonia [DOI] 10.1007/s11604-020-01085-2 PMC 바로가기
Hyperparameter Optimization for COVID-19 Pneumonia Diagnosis Based on Chest CT흉부 CT 기반 코로나19 폐렴 진단을 위한 하이퍼파라미터 최적화Communication Published on 2021-03-202022-09-12 Journal: Sensors (Basel, Switzerland) [Category] Coronavirus, 진단, [키워드] Accuracy Algorithm applied architecture backbone chain Chain Reaction CNN CNNs Combination Computed tomography computer-aided diagnosis COVID-19 deep learning Diagnosis disease Diseases FIVE hyperparameter optimization medical diagnosis network Neural Neuron neurons optimization performed polymerase chain reaction Precision reaction RT-PCR sensitivity was performed [DOI] 10.3390/s21062174 PMC 바로가기 [Article Type] Communication
A machine learning-based framework for diagnosis of COVID-19 from chest X-ray imagesArticle Published on 2021-03-012023-06-19 Journal: Interdisciplinary sciences, computational life sci [Category] MERS, SARS, [키워드] Artificial neural network computer-aided diagnosis COVID-19 image classification principal component analysis [DOI] 10.1007/s12539-020-00403-6 PMC 바로가기
An Interpretation Architecture for Deep Learning Models with the Application of COVID-19 DiagnosisArticle Published on 2021-02-072022-10-31 Journal: Information Sciences [Category] COVID-19, [키워드] Accuracy application approach architecture can be used computer-aided diagnosis Coronavirus disease 2019 COVID-19 COVID-19 diagnosis criteria CT images deep deep learning Deep Learning Method Diagnosis diagnosis of COVID-19 diagnostic diagnostic decision evaluate feature Features help hidden Interpretation learning machine learning Model Negative predictive value patients Positive predictive value Region researcher sensitivity specificity Support threat tomography traditional methods visual interpretation [DOI] 10.3390/e23020204 PMC 바로가기 [Article Type] Article