Table 4 Wavelet scattering network versus CNN architectures on RIM-ONE DL dataset. Left: Randomly partitioned, Right: Partitioned by hospital. Accuracy values for the CNN Architectures were copied from https://github.com/miag-ull/rim-one-dl
Network | Accuracy(%) | Accuracy(%) |
|---|---|---|
VGG19 | 93 | 85 |
VGG16 | 92 | 85 |
Xception | 91 | 79 |
ResNet50 | 91 | 83 |
MobileNetV2 | 90 | 53 |
DenseNet | 90 | 78 |
MobileNet | 93 | 82 |
InceptionResNetV2 | 91 | 76 |
InceptionV3 | 89 | 80 |
NASNetMoile | 75 | 79 |
WISN (RIM-ONE DL)our work | 98 | 89 |
WISN (RIM-ONE v3)[18] | 93 | NA |