A Fast Hybrid Classification Algorithm with Feature Reduction for Medical Images

Table 3

Impact of classification accuracy using previous feature selection versus all features on different cervical cells.

Cell category	All features			Previous 13 features			Previous 7 features
	Precision	Recall	-score	Precision	Recall	-score	Precision	Recall	-score
Normal	0.87	0.87	0.84	0.95	0.94	0.97	0.98	0.95	0.95
Intermediate	0.85	0.74	0.78	0.89	0.84	0.87	0.98	0.96	0.96
Columnar	0.77	0.77	0.75	0.95	0.95	0.98	0.99	0.94	0.99
In situ	0.74	0.87	0.78	0.94	0.97	0.94	0.98	0.90	0.97
Preliminary dysplastic	0.87	0.78	0.84	0.99	0.94	0.94	0.984	0.97	0.97
Intermediate dysplastic	0.79	0.85	0.77	0.87	0.97	0.94	0.986	0.97	0.97
Final stage dysplastic	0.79	0.75	0.70	0.87	0.95	0.94	0.988	0.94	0.95