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. 2020 Sep 24;10(10):744. doi: 10.3390/diagnostics10100744

Table 11.

The effectiveness of CNN model testing by using Xception with Nadam and Mish.

Models Optimizers Classes Images Numbers True Prediction Numbers False Prediction Numbers Effectiveness %
Xception (Traditional method) SGD Uninfected 315 304 11 96.51%
Infected 385 364 11 97.15%
Overall 700 564 22 96.85%
Xception with Mish Nadam Uninfected 315 311 4 98.74%
Infected 385 381 4 98.97%
Overall 700 692 8 98.86%