Attention-based 3D CNN with residual connections for efficient ECG-based COVID-19 detectionResearch article Published on 2022-04-012022-10-05 Journal: Computers in biology and medicine [Category] 치료기술, [키워드] 3D CNN Accuracy approach attention mechanism average binary classification cause caused chest X-ray CNN Computed tomography connection COVID-19 COVID-19 detection COVID-19 pandemic COVID-19 virus database dataset deep learning diagnosed died ECG Electrocardiography IMPROVE Injury linear patients with COVID-19 Residual connections Result subjects tested Volume was used were used [DOI] 10.1016/j.compbiomed.2022.105335 [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
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
COVID-MTL: Multitask learning with Shift3D and random-weighted loss for COVID-19 diagnosis and severity assessmentResearch article Published on 2022-04-012022-10-05 Journal: Sensors (Basel, Switzerland) [Category] 치료기술, [키워드] 3D CNNs accelerate Accuracy Algorithm assist AUC automated Chest CT scans CNN complementary component computer tomography COVID-19 COVID-19 diagnosis CT scan deep learning Diagnosis distribution effective feature IMPROVE joint lung mechanism Multitask learning nucleic acid test Prevent radiology severity Severity assessment severity of COVID-19 shifting significantly tested transfer volumetric [DOI] 10.1016/j.patcog.2021.108499 [Article Type] Research article
Automated System for Identifying COVID-19 Infections in Computed Tomography Images Using Deep Learning ModelsArticle Published on 2022-03-302022-11-16 Journal: Journal of Healthcare Engineering [Category] 치료기술, [키워드] Accuracy Affect assist Clinical symptoms CNN Combination complications Contact Coronavirus disease 2019 COVID-19 COVID-19 cases COVID-19 virus criteria dataset deep deep learning determine develop diagnose diagnostic disease domain early stages epidemiological Fatality rate Final healthcare highest identifying Image Incubation period Laboratory test learning Model Modification nucleic acid amplification outcome Patient sensitivity specificity System this system tomography was used [DOI] 10.1155/2022/5329014 PMC 바로가기
A hybrid machine learning/deep learning COVID-19 severity predictive model from CT images and clinical data Research Published on 2022-03-142022-10-05 Journal: Scientific Reports [Category] 바이오마커, 치료기술, [키워드] acute respiratory distress Admission Algorithm Asymptomatic AUC baseline categories Classifier Clinical data clinical decision CNN COVID-19 COVID-19 severity death feature hospital ICU intensive care Interpretation Italy Laboratory medical doctors non-ICU outcome Patient Predictive Probability Prognosis reduced Support syndrome [DOI] 10.1038/s41598-022-07890-1 [Article Type] Research
An Ensemble Learning Model for COVID-19 Detection from Blood Test SamplesArticle Published on 2022-03-132022-11-16 Journal: Sensors (Basel, Switzerland) [Category] 치료기술, [키워드] Accuracy AdaBoost approach AUC Blood blood tests Classifier clinician CNN conducted COVID-19 COVID-19 disease current dataset datasets decision deep learning descent detection detection system develop diagnose Diagnosis diagnostic Diagnostic model diagnostics Discriminant effective Ensemble learning experiment feature forest Gradient Laboratory learning limitation machine learning algorithm Model Naïve Bayes outperform Passive perceptron polymerase chain Regression Research reverse transcription ridge RT-PCR Sample San Raffaele Hospital small data. stochastic support vector machine Test tree virus [DOI] 10.3390/s22062224 PMC 바로가기
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
Fitbeat: COVID-19 estimation based on wristband heart rate using a contrastive convolutional auto-encoderResearch article Published on 2022-03-012022-10-05 Journal: Sensors (Basel, Switzerland) [Category] 치료기술, [키워드] anomaly detection average characteristic CNN collected Contrastive learning Convolutional auto-encoder COVID-19 COVID-19 infection COVID-19 symptoms Fitbit identify individual memory multiple sclerosis outperform participant positive swab recall reported symptom Research respiratory tract infection sensitivity specificity Symptom virus [DOI] 10.1016/j.patcog.2021.108403 [Article Type] Research article
COVID-19 diagnosis using state-of-the-art CNN architecture features and Bayesian OptimizationReview article Published on 2022-03-012022-10-05 Journal: Computers in biology and medicine [Category] SARS, 변종, 치료기술, [키워드] Accuracy addition Algorithm Algorithms applied artificial automatically Bayesian Bayesian optimization Chest CNN Computed tomography Convolutional neural networks coronavirus COVID-19 COVID-19 diagnosis COVID-19 pandemic COVID-19 test decision diagnosis of COVID-19 died feature FIVE highest Infection lung machine learning MCC Naive Baye negatively affected network Neural optimization outbreak performed Prevent problem quarantine Radiography RT-PCR test Spread support vector machine SVM the disease tree Wuhan X-ray [DOI] 10.1016/j.compbiomed.2022.105244 [Article Type] Review article