Research Article

Pathological Myopia Image Recognition Strategy Based on Data Augmentation and Model Fusion

Table 2

VGG-16 training results on 13 datasets.

No.DatasetAccuracyLoss

1PALM-Training1600-overturning-dimming-imgaug20.958583360.18674079
2PALM-Training3200-overturning-noise-color-cropping-deforming-dimming0.955500010.27185006
3PALM-Training1600-overturning-cropping-deforming0.952666680.16523545
4PALM-Training800-color0.950333360.17019135
5PALM-Training800-dimming0.948750020.17919912
6PALM-Training800-cropping0.946250.18303553
7PALM-Training1600-overturning-dimming0.945250030.23124305
8PALM-Training1600-overturning-noise-color0.940083330.21350351
9PALM-Training800-overturning0.938583350.20894363
10PALM-Training800-deforming0.937083340.20814224
11PALM-Training800-noise0.936083350.26124661
12PALM-Training800-imgaug10.933916670.19876853
13PALM-Training4000.930166670.19310093