Research Article

[Retracted] Keratoconus Classification with Convolutional Neural Networks Using Segmentation and Index Quantification of Eye Topography Images by Particle Swarm Optimisation

Table 5

Comparison of the proposed method with other machine learning approaches for detection and classification of keratoconus including forme fruste or mild cases of keratoconus.

AuthorsClassificationNetworkAccuracy

ProposedNormal, mild keratoconus, and keratoconusCNN95.9
Toutounchian et al.Normal, mild keratoconus, and keratoconusMLP77.6
SVM72
DT84
RBFNN71.2
Arbelaez et al.Normal, abnormal, subclinical, and keratoconusSVM95.275
Hidalgo et al.Astigmatism, forme fruste keratoconus, keratoconus, normal, and postrefractive surgerySVM88.8
Lavric et al.Keratoconus, forme fruste keratoconus, and normalQSVM93
Kamiya et al.Normal and keratoconus 4 gradingsResNet-1899.1
Shi et al.Normal, keratoconus, and subclinicalNN93