Evaluation of deep learning-based approaches for COVID-19 classification based on chest X-ray imagesOriginal Paper Published on 2021-01-072022-10-29 Journal: Signal, Image and Video Processing [Category] COVID-19, [키워드] Accuracy affected approach Bacterial chest X-ray Chest X-ray image claimed COVID-19 CXR dataset death deep Deep convolution neural network eight FIVE healthy Infection Novel coronavirus parameter performed Pneumonia SARS training transfer learning Viral pneumonia [DOI] 10.1007/s11760-020-01820-2 PMC 바로가기 [Article Type] Original Paper
A deep learning-based COVID-19 automatic diagnostic framework using chest X-ray imagesResearch article Published on 2021-01-012022-10-05 Journal: Biocybernetics and Biomedical Engineering [Category] 진단, 치료기술, [키워드] Accuracy affecting Algorithm automatic detection average Bacterial Belgium binary classification Canada Chest X-ray image Chest X-ray images chest X-ray radiographs China coronavirus country COVID COVID-19 deep learning detect diagnostic diagnostics disease detection effective facilitate generate Germany GPU Health healthy hospital Image processing India Iran Italy lung novel coronavirus disease pandemic Patient Pneumonia positive radiologist reduce robust screened Spain Spread Taiwan USA Viral pneumonia [DOI] 10.1016/j.bbe.2021.01.002 [Article Type] Research article
Vulnerability of deep neural networks for detecting COVID-19 cases from chest X-ray images to universal adversarial attacks흉부 X선 영상에서 보편적인 적대 공격에 이르기까지 코로나19 사례를 탐지하기 위한 심층 신경망의 취약성Research Article Published on 2020-12-172022-09-10 Journal: PLoS ONE [Category] MERS, SARS, 진단, 치료기술, 치료제, [키워드] assigned attack attacks average chest X-ray Chest X-ray image Chest X-ray images Computed tomography coronavirus disease Coronavirus disease 2019 COVID-19 COVID-19 case COVID-19 cases COVID-19 diagnosis COVID-19 patients dataset detect evaluate evaluated example focus form Image IMPROVE induce input iterative Novel coronavirus novel coronavirus disease open Radiologists required resulting robustness the epidemic vulnerability X-ray computed tomography [DOI] 10.1371/journal.pone.0243963 PMC 바로가기 [Article Type] Research Article
Optimised genetic algorithm-extreme learning machine approach for automatic COVID-19 detection자동 COVID-19 감지를 위한 최적화된 유전자 알고리즘-극단적 학습 머신 접근 방식Research Article Published on 2020-12-152022-09-10 Journal: PLoS ONE [Category] MERS, SARS, 치료기술, [키워드] Accuracy acute respiratory syndrome applied approach Brain Breast cancer carcinoma in situ caused Chest computed tomography chest X-ray Chest X-ray image Chest X-ray images computation Computed tomography coronavirus coronavirus disease COVID-19 criteria CT scan dataset deep deep learning detect domain domains effective Effectiveness evaluated Factor faster Features focus Genetic global pandemic healthy identify illnesses learning lung machine machine learning approach memory network Neural Principal component principal component analysis random reduce respiratory Severe acute respiratory syndrome Support support vector machine tested time-consuming vector X-ray [DOI] 10.1371/journal.pone.0242899 PMC 바로가기 [Article Type] Research Article
Issues associated with deploying CNN transfer learning to detect COVID-19 from chest X-rays흉부 엑스레이에서 COVID-19를 감지하기 위한 CNN 전이 학습 배포와 관련된 문제Article Published on 2020-12-012022-09-11 Journal: Physical and engineering sciences in medicine [Category] SARS, 치료기술, [키워드] Accuracy Activation Algorithm Analysis applicability can be used chest X-ray Chest X-ray image Chest X-ray images chest X-rays class Class activation maps clinician CNN CNNs confirmed case confirmed cases contributed Convolutional neural network Convolutional neural networks coronavirus COVID-19 Critical database deaths decision deep deep learning detect diagnostic highlight issue lead machine Machine learning algorithms mechanism occurred performed radiologist Radiologists replicate scratch Support technique transfer virus spread Wuhan Wuhan, China X-ray [DOI] 10.1007/s13246-020-00934-8 PMC 바로가기 [Article Type] Article
A Novel Medical Diagnosis model for COVID-19 infection detection based on Deep Features and Bayesian OptimizationResearch article Published on 2020-12-012022-10-05 Journal: Applied Soft Computing [Category] 치료기술, [키워드] Accuracy Algorithm approach assist automatically Bayesian can be used causes Characteristics Chest X-ray image Classifier CNN CNNs conducted Convolution Coronavirus disease 2019 COVID-19 COVID-19 infection database deep Deep feature extraction deep learning detect disease Effect experiment f-score feature FIVE Infection machine learning Machine learning algorithms machine learning model Medical decision support system novel optimization Physicians Pneumonia positive COVID-19 provided public health radiologist reduced retrospective sensitivity specificity Spread Support SVM transfer were used Wuhan, China [DOI] 10.1016/j.asoc.2020.106580 [Article Type] Research article
An efficient mixture of deep and machine learning models for COVID-19 diagnosis in chest X-ray imagesResearch Article Published on 2020-11-172022-10-28 Journal: PLoS ONE [Category] COVID-19, MERS, SARS, [키워드] Accuracy AUC auxiliary baseline chest X-ray Chest X-ray image Chest X-ray images Combination coronavirus COVID-19 COVID-19 case COVID-19 cases COVID-19 diagnosis Critical dataset deep learning diagnose Diagnosis diagnostic Diagnostic method evaluated feature FIVE Follow-up Health imaging diagnosis IMPROVE infected patients machine learning model methodology performed Practitioner radiologist reached reduce Research sensitivity specificity SVM tested transfer was tested X-ray [DOI] 10.1371/journal.pone.0242535 PMC 바로가기 [Article Type] Research Article
COVID-Net: a tailored deep convolutional neural network design for detection of COVID-19 cases from chest X-ray imagesArticle Published on 2020-11-112022-10-04 Journal: Scientific Reports [Category] 치료기술, [키워드] abnormality accelerate approach build characteristic Chest radiography chest X-ray Chest X-ray image clinician Community COVID cases COVID-19 COVID-19 case COVIDx Critical CXR dataset deep learning Diagnosis effective effort Factor Health infected patients infected with COVID-19 information initial knowledge pandemic Patient positive Research researcher responsible Treatment viral infection [DOI] 10.1038/s41598-020-76550-z PMC 바로가기 [Article Type] Article
Deep Convolutional Approaches for the Analysis of COVID-19 Using Chest X-Ray Images From Portable DevicesComputational and Artificial Intelligence Published on 2020-10-262022-10-30 Journal: Ieee Access [Category] COVID-19, [키워드] Accuracy acquisition acute respiratory syndrome Analysis approach benefit caused Characteristics Chest radiography Chest X-ray image chest X-ray imaging complementary coronavirus coronavirus disease COVID-19 cross-contamination dataset deep deep learning Device Effect ENhance equipment facilitate greater Image individuals infected with COVID-19 infection control inherent joint other disease pandemic of COVID-19 Patient poor quality provided Research respiratory infection retrieved risk SARS-CoV-2 tissues widespread X-ray portable device [DOI] 10.1109/ACCESS.2020.3033762 PMC 바로가기 [Article Type] Computational and Artificial Intelligence
Artificial Intelligence-Based Classification of Chest X-Ray Images into COVID-19 and Other Infectious DiseasesResearch Article Published on 2020-10-062022-10-29 Journal: International Journal of Biomedical Imaging [Category] COVID-19, [키워드] Accuracy adult COVID-19 patient approach artificial Chest X-ray image Chest X-ray images classification Combination coronavirus disease COVID-19 COVID-19 patient COVID-19 patients creating dataset deep learning develop Diseases Effects effort facilitate Health healthcare highest identify Image implementation Infectious disease intelligence less management MONITOR Non-COVID-19 Other pandemic performed Pneumonia problem representing time-consuming transfer Treatment Tuberculosis [DOI] 10.1155/2020/8889023 PMC 바로가기 [Article Type] Research Article