Table 3.
Data augmentation for detecting COVID-19 from CXR.
Model | Software | Norm. | Size | Flip | Rotate | Zoom | Light | Extra |
---|---|---|---|---|---|---|---|---|
VGG-16 [25] | Keras, Tenserflow | _ | 220*220 | HORIZ | 15 | 85- | _ | shear transformation |
115% | mixup: 0.1 | |||||||
DarkCovidNet [24] | fastai v1, Pytorch | yes | 256*256 | _ | _ | _ | _ | defult values of fastai |
CovXNet [22] | Keras, Tenserflow | yes | uniform | _ | 30 | 0.2 | _ | rescale: 1/255 |
shift: 0.1 | ||||||||
COVID-Net [20] | Keras, Tenserflow | yes | 480*480 | HORIZ | yes | yes | _ | intensity shift |
MobileNet-v2 [26] | _ | _ | 200*266 | _ | _ | _ | _ | blackground: 1:1.5 |