Application of deep learning techniques for detection of COVID-19 cases using chest X-ray images: A comprehensive study
Detection Principle
Imaging-X-ray
Target
X-ray
Testing Method Category
In_silico
Testing Method
X-ray
Testing Method - Additional Info
automated COVID-19 screening method using chest X-ray images. Models VGG-16, AlexNet, GoogleNet, MobileNet-V2, SqueezeNet, ResNet-34, ResNet-50 and Inception-V3 are compared.
Reported Performance
Precision: 96.77% ; Specificity: 96.67% ; Accuracy: 98.33% ; Sensitivity: 100% ; Remarks: best performing method ResNet-34
Sample Size
406 images
Peer-reviewed
yes
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