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Table 4 DR Classification with Fundus

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

Algorithm

Number of Articles

Results*

Groups

CNN

8

AUC: 0.97

Abràmoff et al. (a), Abràmoff et al. (b), Gargeya et al., Gulshan et al., Singh and Gorantla, Tang et al., Ting et al., Zhang et al.

Acc: 0.98

 

Sens: 0.91

Spec: 0.93

ML/Multimodal**

5

AUC: 0.95

Cao et al., Gayathri et al., Long et al., Yu et al., Zhang et al.

Acc: 0.95

 

Sens: 0.90

Spec: 0.96

  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