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. Author manuscript; available in PMC: 2021 Jul 1.
Published in final edited form as: Pattern Recognit Lett. 2020 May 13;135:409–417. doi: 10.1016/j.patrec.2020.04.009

TABLE IV.

Accuracy for DR detection of Deep Learning Frameworks

Networks/
Related Works		 Validation Testing
Acc, % Sen, % Spe, % Acc, % Sen, % Spe, %
AlexNet 95.6 92.8 98.3 91.4 97.6 82.5
GoogLeNet 93.6 90.7 96.4 94.5 99.7 86.8
ResNet50 96.2 93.9 98.4 98.6 98.2 99.1
Abramoff [11] - - - - 96.8 87.0
Gulshan [12] - 90.3 98.1 - 87.0 98.5
Lam [15] - 95.0 96.0 74.5 - -
Li [19] - - - 98.6 99.3 98.5