NSCR-Based DenseNet for Lung Tumor Recognition Using Chest CT Image

Table 4

Comparison of CT results for different network models and classification algorithms.

Network model	Classification algorithm	Accuracy (%)	Sensitivity (%)	Specificity (%)	-score (%)	MCC (%)
AlexNet	SVM	97.50	97.40	97.60	97.50	95.00
	SRC	96.32	96.36	96.28	96.32	92.64
	NSCR	98.52	98.44	98.60	98.52	97.04
GoogleNet	SVM	97.90	97.76	98.04	97.90	95.80
	SRC	98.02	99.20	96.84	98.04	96.07
	NSCR	98.82	99.20	98.44	98.82	97.64
DenseNet-201	SVM	98.26	98.32	98.20	98.26	96.52
	SRC	98.32	99.60	97.04	98.34	96.67
	NSCR	99.10	99.60	98.60	99.10	98.20