Two-Stage Hybrid Approach of Deep Learning Networks for Interstitial Lung Disease Classification

Table 5

Comparison of the proposed classifier with the earlier CNN-based classifiers.

Method	Image input type	-score (%)	Accuracy (%)
Li et al. [17]	ROI patch	66.57	67.05
LeNet [37]	ROI patch	67.83	67.90
AlexNet [38]	ROI patch	70.31	71.04
Pretrained AlexNet [38]	ROI patch	75.82	76.09
VGGNet [10]	ROI patch	78.04	78.00
Doddavarapu et al. [21]	ROI patch	94.65	94.67
Gao et al. [26]	Whole HRCT	66.83	69.23
Proposed two-stage hybrid classifier	Segmented HRCT	89.45	89.39