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Table 6 Classification of Multiple Pathologies with Fundus

From: Artificial intelligence in chorioretinal pathology through fundoscopy: a comprehensive review

Algorithm

Number of Articles

Results*

Groups

CNN

10

AUC: 0.97

Cen et al., Choi et al., Chou et al., González-Gonzalo et al., Keel et al., Kim et al., Sahlsten et al., Son et al., Xu et al., Yu-Chuan Kang et al.

Acc: 0.724

 

Sens: 0.89

Spec: 0.94

ML/Multimodal**

6

AUC: 0.89

Antaki et al., Balasubramanian and Ananthamoorthy, Koh et al., Porwal et al., Standardization of Uveitis Nomenclature (SUN) Working Group, Tan et al.

Acc: 0.95

 

Sens: 0.88

Spec: 0.93

  1. *Average values across articles **ML algorithm(s) or combined use of ML and DL AUC, area under curve. Acc, accuracy. Sens, sensitivity. Spec, specificity