Table 2.

Experimental results of classification over the top 10 most common diseases.

Disease name	ResNet			InceptionV3			DenseNet
	Pre	Rec	F1	Pre	Rec	F1	Pre	Rec	F1
Cataract	0.858	0.862	0.860	0.821	0.909	0.863	0.827	0.931	0.876
Pterygium	0.716	0.578	0.640	0.784	0.746	0.765	0.903	0.903	0.903
Cornea arcus senillis	0.422	0.545	0.476	0.387	0.654	0.486	0.391	0.69	0.499
Pinguecula	0.273	0.511	0.356	0.232	0.577	0.331	0.382	0.577	0.460
Conjunctival hyperemia	0.370	0.522	0.433	0.394	0.636	0.487	0.491	0.509	0.499
Corneal neovascularization	0.431	0.716	0.538	0.439	0.754	0.555	0.631	0.679	0.654
Corneal opacity	0.329	0.673	0.442	0.433	0.5	0.464	0.56	0.608	0.583
Corneal leucoma	0.288	0.576	0.384	0.25	0.807	0.382	0.472	0.653	0.548
Corneal ulcer	0.514	0.642	0.571	0.375	0.75	0.500	0.5	0.607	0.548
Discoria	0.281	0.45	0.346	0.23	0.45	0.304	0.5	0.35	0.412

Pre, precision; Rec, recall.