SEL-COVIDNET: An intelligent application for the diagnosis of COVID-19 from chest X-rays and CT-scansResearch article Published on 2022-08-242022-10-05 Journal: Informatics in Medicine Unlocked [Category] 진단, 치료기술, [키워드] Accuracy alleviate analyzed approach automated average chest X-ray classification Computed tomography correlation coefficient COVID-19 COVID-19 pandemic COVID-19 patients CT-scan CT-scans datasets deep deep learning demonstrated diagnosing diagnosis of COVID-19 Effectiveness effort evaluated implementation include learning MCC nine offer pandemic Pneumonia Precision professionals researcher sensitivity specificity transfer transfer learning Treatment X-ray images [DOI] 10.1016/j.imu.2022.101059 [Article Type] Research article
De Novo design of potential inhibitors against SARS-CoV-2 MproSARS-CoV-2 Mpro에 대한 잠재적 억제제의 새로운 설계Article Published on 2022-08-012022-09-11 Journal: Computers in biology and medicine [Category] COVID19(2023년), SARS, 치료제, [키워드] binding can be used Complete composed compounds COVID-19 de novo de novo drug design. deep deep learning drug drug design evaluate evaluated filtered inhibitor inhibitory effect Inhibitory effects machine learning model machine learning models memory molecular docking molecular dynamics Molecular dynamics simulation molecular dynamics simulations MPro provide SARS-CoV-2 main protease SARS-CoV-2 Mpro stability transfer transfer learning Validity Virtual screening [DOI] 10.1016/j.compbiomed.2022.105728 PMC 바로가기 [Article Type] Article
Multi-attention representation network partial domain adaptation for COVID-19 diagnosisResearch article Published on 2022-08-012022-10-05 Journal: Applied Soft Computing [Category] 진단, 치료기술, [키워드] Accuracy Adversarial learning approach complex Confusion COVID-19 COVID-19 diagnosis dataset Diagnosis diagnosis of COVID-19 distribution domain effective evaluate experiments feature increase information knowledge Local Multi-attention representation network outbreak outlier overcome Partial domain adaptation Patient Pneumonia Prevent Quantitative Rapid reduce reliability resource spread of COVID-19 stability training data transfer transfer learning [DOI] 10.1016/j.asoc.2022.109205 [Article Type] Research article
A novel fusion based convolutional neural network approach for classification of COVID-19 from chest X-ray imagesResearch article Published on 2022-08-012022-10-05 Journal: Biomedical Signal Processing and Control [Category] 치료기술, [키워드] Accuracy Affect approach caused chest X-ray Chest X-ray image Chest X-ray images Classifier confidence Confidence fusion cough CoV COVID-19 COVID-19 pandemic datasets death deep deep learning Deep Learning Method described Diagnosis disease experiment Fever Healthcare system healthy Mild normal Novel coronavirus Patient Pneumonia respiratory infection Respiratory system SARS-CoV-2 shown Symptom transfer learning viral infection weakness Wuhan, China [DOI] 10.1016/j.bspc.2022.103778 [Article Type] Research article
Handling class imbalance in COVID-19 chest X-ray images classification: Using SMOTE and weighted lossResearch article Published on 2022-08-012022-10-05 Journal: Applied Soft Computing [Category] 진단, 치료기술, [키워드] Accuracy assist AUC build Chest X-ray image Chest X-ray images claimed classification classifiers clinician CNNs COVID-19 COVID-19 diagnosis COVID-19 pandemic COVID-19 samples Data imbalance dataset datasets deep learning early diagnosis Efficiency examined hospitals Infection investigated Loss multi-classification positive patient Precision reduce selected sensitivity shown significantly specificity synthetic technique transfer transfer learning Viral pneumonia [DOI] 10.1016/j.asoc.2022.109588 [Article Type] Research article
Deep transfer learning for the recognition of types of face masks as a core measure to prevent the transmission of COVID-19Research article Published on 2022-08-012022-10-05 Journal: Applied Soft Computing [Category] 치료기술, [키워드] Accuracy appear caused COVID-19 deep deep learning detection system effective Experimental result Face mask Face masks highest Infection lowest measure Prevent Recognition spread of COVID-19 surgical transfer transfer learning Transmission virus virus transmission [DOI] 10.1016/j.asoc.2022.109207 [Article Type] Research article
TSRNet: Diagnosis of COVID-19 based on self-supervised learning and hybrid ensemble modelResearch article Published on 2022-07-012022-10-05 Journal: Computers in biology and medicine [Category] 변종, [키워드] Accuracy addition Attention AUC caused confirmed cases coronavirus country COVID-19 COVID-19 case CT Culture death deep learning develop diagnose Diagnosis early treatment Ensemble Features FIVE help helping highest Infection information Lung CT machine learning mechanism mutated pandemic physician reached recall Result Self-supervised learning Spread suspected patient transfer transfer learning virus [DOI] 10.1016/j.compbiomed.2022.105531 [Article Type] Research article
TL-med: A Two-stage transfer learning recognition model for medical images of COVID-19Research article Published on 2022-07-012022-10-05 Journal: Biocybernetics and Biomedical Engineering [Category] 변종, 치료기술, [키워드] Accuracy alleviate approach assist Clinical diagnosis COVID-19 COVID-19 diagnosis dataset deep learning effective Effectiveness feature heterogeneous homogeneous information Novel coronavirus outbreak physician Pretrained Model transfer transfer learning vision ViT [DOI] 10.1016/j.bbe.2022.04.005 [Article Type] Research article
A lightweight CNN-based network on COVID-19 detection using X-ray and CT imagesX-ray 및 CT 이미지를 사용하여 COVID-19 감지에 대한 경량 CNN 기반 네트워크Article Published on 2022-07-012022-09-11 Journal: Computers in biology and medicine [Category] COVID19(2023년), SARS, 치료기술, [키워드] Accuracy addition carried chest X-ray Chest X-ray images chest X-rays computer computer tomography Convolutional neural network COVID-19 COVID-19 disease dataset datasets evaluate expected fine-tune highest identify Interpretation NIH researcher SARS-CoV-2 Seven SOTA transfer transfer learning was used X-ray [DOI] 10.1016/j.compbiomed.2022.105604 PMC 바로가기 [Article Type] Article
Study on transfer learning capabilities for pneumonia classification in chest-x-rays images흉부 X선 영상에서 폐렴 분류를 위한 전이학습 능력에 관한 연구Article Published on 2022-06-012022-09-11 Journal: Computer methods and programs in biomedicine [Category] COVID19(2023년), SARS, 변종, [키워드] Accuracy Activation acute respiratory syndrome acute respiratory syndrome coronavirus acute respiratory syndrome coronavirus-2 Algorithm approach AUROC average Bacterial category caused characteristic Chest clinician Confusion Contagion Coronavirus-2 COVID-19 dataset deep deep learning diagnose diagnosing diagnostic Diagnostic accuracy disease effective Effectiveness effort evaluate experiment Explainable AI fungi healthy help illness illnesses Infection infection source joint Lung infection Metrics Pathogens performed Pneumonia pneumonia case pneumonia cases Pneumonia classification Precision presenting receiver operating characteristic reported robustness SARS-CoV-2 Severe acute respiratory syndrome severe acute respiratory syndrome Coronavirus Symptom training set transfer transfer learning variant viral pathogens [DOI] 10.1016/j.cmpb.2022.106833 PMC 바로가기 [Article Type] Article