Is Intensity Inhomogeneity Correction Useful for Classification of Breast Cancer in Sonograms Using Deep Neural Network?

Table 2

Classification results of the BUSIS database (the displayed value: original/corrected).

	SDAE	AlexNet	Inception v3	ResNet	DenseNet
TP	17/18	10/16	13/15	16/16	15/17
TN	13/15	12/14	14/16	13/10	14/13
FP	7/5	8/6	6/4	7/10	6/7
FN	3/2	10/4	7/5	4/4	5/3
Precision	0.71/0/78	0.56/0.73	0.68/0.79	0.69/0.61	0.71/0.71
Recall	0.85/0.9	0.5/0.8	0.65/0.75	0.8/0.8	0.75/0.85
Specificity	0.65/0.75	0.6/0.7	0.7/0.8	0.65/0.5	0.7/0.65
Accuracy	0.75/0.83	0.55/0.75	0.68/0.78	0.73/0.65	0.73/0.75
F-measure	0.77/0.83	0.53/0.76	0.67/0.77	0.74/0.70	0.73/0.77