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
A Deep Learning Ensemble Approach for Automated COVID-19 Detection from Chest CT ImagesArticle Published on 2021-12-202022-10-30 Journal: Journal of Clinical Medicine [Category] COVID-19, [키워드] Accuracy approach assist automated Chest computed tomography Classifier CNN CNNs Complete Computed tomography COVID-19 COVID-19 diagnosis cross CT scan dataset deep deep learning detection evaluate feasible feature Final Gain Image learning majority Medical imaging patients radiologist resulting selected subset transfer transfer learning vector was used yielding [DOI] 10.3390/jcm10245982 PMC 바로가기 [Article Type] Article
Classification of COVID-19 and Pneumonia Using Deep Transfer Learning심층 전이 학습을 사용한 코로나19 및 폐렴 분류Research Article Published on 2021-12-162022-09-10 Journal: Journal of Healthcare Engineering [Category] MERS, SARS, 치료기술, [키워드] Accuracy acute respiratory syndrome acute respiratory syndrome coronavirus acute respiratory syndrome coronavirus-2 affected age best caused children China classification CNN Contact contagious Convolutional neural network Coronavirus-2 COVID-19 CXR deep detect disease effective Features global pandemic globe Health Health Organization health problems immune system immune systems individual infected with COVID-19 learning life-threatening Pneumonia Precision problem referred to Research respiratory SARS-CoV-2 Severe acute respiratory syndrome severe acute respiratory syndrome Coronavirus severity subject threshold transfer virus was used were used WHO World Health Organization [DOI] 10.1155/2021/3514821 PMC 바로가기 [Article Type] Research Article
MRFGRO: a hybrid meta-heuristic feature selection method for screening COVID-19 using deep featuresMRFGRO : 깊은 기능을 사용하여 Covid-19 스크리닝을위한 하이브리드 메타 허리 기능 선택 방법Article Published on 2021-12-152022-09-01 Journal: Scientific Reports [Category] 진단, 치료기술, [키워드] Accuracy affected Algorithm Analysis approach both lungs cause Chain Reaction chest CT-scan CNN CNNs Computed tomography computer Computer science Convolutional neural networks COVID-19 COVID-19 diagnosis dataset datasets Diagnosis disease feature first stage foraging global pandemic globe Golden Ratio Health Organization Image analysis Infection Infectious diseases less Local lung Lung disease Lung diseases Lungs MONITOR parameter polymerase chain reaction Ratio Ray real-time reverse transcription-polymerase chain reaction respiratory Respiratory disease Reverse transcription-polymerase chain reaction RT-PCR Scientific data Software Spread stages subset upper respiratory tract WHO World Health Organization [DOI] 10.1038/s41598-021-02731-z PMC 바로가기 [Article Type] Article
COVID-19 prediction through X-ray images using transfer learning-based hybrid deep learning approachResearch article Published on 2021-12-132022-10-05 Journal: Sensors (Basel, Switzerland) [Category] 치료기술, [키워드] Accuracy Activation approach approvals can be used chain Chest CNN Convolutional neural network COVID patient COVID-19 CovidGAN DarkCovidNet deep learning Diagnosis Effect Grad-CAMs help hybrid increase in network Neural over pandemic Precision reaction recall Recurrent Recurrent Neural Network responsible RT-PCR transfer Treatment turn virus while X-ray [DOI] 10.1016/j.matpr.2021.12.123 [Article Type] Research article
UMLF-COVID: an unsupervised meta-learning model specifically designed to identify X-ray images of COVID-19 patientsUMLF-Covid : COVID-19 환자의 X- 레이 이미지를 식별하도록 특별히 설계된 감독되지 않은 메타 학습 모델Research Article Published on 2021-11-222022-09-01 Journal: BMC Medical Imaging [Category] Fulltext, MERS, SARS, 진단, [키워드] Accuracy addition build categories category CNN complement Computed tomography construction COVID-19 COVID-19 patient COVID-19 patients dataset datasets experimental results feature focus identify International limit parameters Patient Pneumonia problem problems researcher researchers Result second spread of COVID-19 supplementary material tested UMLF-COVID X-ray [DOI] 10.1186/s12880-021-00704-2 PMC 바로가기 [Article Type] Research Article
Detection of Fake News Text Classification on COVID-19 Using Deep Learning Approaches딥 러닝 접근 방식을 사용하여 COVID-19에 대한 가짜 뉴스 텍스트 분류 감지Research Article Published on 2021-11-152022-09-11 Journal: Computational and Mathematical Methods in Medicine [Category] MERS, SARS, 치료기술, [키워드] Algorithm Analysis applied approach Bayesian classification CNN Confusion confusion matrix COVID-19 dataset Decision tree deep deep learning detection eight evaluated fake news help high accuracy inverse document frequency learning Logistic regression machine-learning measure media New predict provided Python random Random forest recommendation Research researcher researchers social media Support support vector machine term frequency tested text tokenization true positive Weighting [DOI] 10.1155/2021/5514220 PMC 바로가기 [Article Type] Research Article
An Optimized Hybrid Deep Learning Model to Detect COVID-19 Misleading InformationCOVID-19 오해의 소지가 있는 정보를 감지하기 위한 최적화된 하이브리드 딥 러닝 모델Research Article Published on 2021-11-152022-09-11 Journal: Computational Intelligence and Neuroscience [Category] MERS, SARS, 치료기술, [키워드] Accuracy best CNN conducted Convolutional neural network COVID-19 COVID-19 epidemic COVID-19 outbreak dataset deep deep learning detect Early detection experiment experimental results Fake new fake news hybrid information learning machine learning model machine learning models memory Model outperform Precision recall Short-Term Memory significantly social media Spread SVM used to evaluate [DOI] 10.1155/2021/9615034 PMC 바로가기 [Article Type] Research Article
COVID-19 Detection Using Deep Learning Algorithm on Chest X-ray ImagesArticle Published on 2021-11-132022-10-28 Journal: Biology [Category] COVID-19, [키워드] Accuracy Affect applied automated Chest chest X-ray Chest X-ray image claimed CNN CNNs Confusion COVID-19 COVID-19 infection dataset deep deep learning demonstrated detection detection rate Diagnosis effective globe Healthcare professional healthy highest identify Image Initially learning less lung MobileNetv2 Modification modified MobileNetV2 network Neural normalized patients performance Performance evaluation produced reducing required resulting simple statistical significance suggested symptoms of COVID-19 symptoms of infection training dataset virus was performed was selected was used Wilcoxon signed-rank test X-ray [DOI] 10.3390/biology10111174 PMC 바로가기 [Article Type] Article
Deep Learning Algorithm for COVID-19 Classification Using Chest X-Ray Images흉부 X선 영상을 사용한 COVID-19 분류를 위한 딥 러닝 알고리즘Comparative Study Published on 2021-11-092022-09-11 Journal: Computational and Mathematical Methods in Medicine [Category] MERS, SARS, 진단, 치료기술, [키워드] Accuracy acute respiratory syndrome acute respiratory syndrome coronavirus acute respiratory syndrome coronavirus 2 addition approach Chain Reaction Characteristics chest X-ray Chest X-ray image Chest X-ray images classification CNN CNNs Convolutional neural networks coronavirus coronavirus disease Coronavirus disease 2019 COVID COVID-19 COVID-19 diagnosis CXR dataset deep Diagnosis disease disease classification Diversity early diagnosis eight epidemic curve experimental analysis feature Features generative adversarial networks Government Image learning offer overcome pandemic Pneumonia provide Radiography recent Research respiratory resulting Reverse transcription-polymerase chain reaction RT-PCR SARS-CoV-2 Spread the epidemic toolkit training data triggered X-ray [DOI] 10.1155/2021/9269173 PMC 바로가기 [Article Type] Comparative Study