Research Article

Automatic Detection of AMD and DME Retinal Pathologies Using Deep Learning

Table 5

Obtained results on local dataset.

ModelAccuracyPrecisionRecall score

Fine-tuning of Xception96.77%96.66%97%97%
Features extraction from “sepconv2_bn”+CNN98%94.66%94.66%94.66%
BCNN (Xception, Xception)98.56%96.33%96.66%95%
Fine-tuning de Inception-resnet-v296.11%95%95%95%
Features extraction from “block8_1_ac”+CNN97.12%98.33%98%98%
BCNN (Inception-ResnetV2, Inception-ResnetV2)96.44%98.66%99%98.33%
The from scratch “OCTorch-Net”97.65%96%95.6%95.8%