Table 2.
Comparison of the classification performance on private anterior segment optical coherence tomography (AS-OCT) video datasets and image datasets
AUC (95% CI) | Sensitivity | Specificity | Accuracy | Precision | Recall | F1 Score | Kappa | |
---|---|---|---|---|---|---|---|---|
Casia dataset | ||||||||
Images | 0.766 (0.610–0.923) | 0.790 | 0.750 | 0.771 | 0.771 | 0.771 | 0.771 | 0.539 |
Original videos | 0.820 (0.680–0.961) | 0.833 | 0.765 | 0.800 | 0.801 | 0.800 | 0.800 | 0.599 |
Aligned videos | 0.905 (0.802–1.000) | 0.947 | 0.690 | 0.829 | 0.844 | 0.829 | 0.824 | 0.648 |
Zeiss dataset | ||||||||
Images | 0.767 (0.620–0.914) | 0.750 | 0.933 | 0.821 | 0.852 | 0.821 | 0.823 | 0.643 |
Original videos | 0.837 (0.713–0.961) | 0.826 | 0.813 | 0.821 | 0.823 | 0.821 | 0.821 | 0.633 |
Aligned videos | 0.919 (0.831–1.000) | 0.913 | 0.933 | 0.921 | 0.923 | 0.921 | 0.921 | 0.837 |
AUC = area under the receiver operating characteristic curve; CI = confidence interval
The bold numbers indicate optimal results