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. 2022 Oct 11;11(10):16. doi: 10.1167/tvst.11.10.16

Table 2.

AUC Performance and the Average AUC of Experimented Models on Set 1 Data

Model Type Model Validation AUC Testing AUC Average of Validation and Testing AUC
Transfer learninga VGG16 0.72 0.67 0.69
ResNet50 0.55 0.60 0.58
Simplified networksb ResNet 0.82 0.73 0.77
ResNet with attention 0.82 0.77 0.80
Optic-Net 0.75 0.76 0.75
Joint-attention Optic-Net 0.73 0.81 0.77
a

Transfer learning with the full standard networks pretrained on ImageNet data.

b

Simplified version of standard networks training from scratch.