An Overlapping Cell Image Synthesis Method for Imbalance Data

Table 4

The results with the range of conditions.

Conditions	Imbalance ratio	Accuracy (%)			G-mean
		MLP	SVM	GMM	MLP	SVM	GMM
1	100.0	75.58	71.68	62.05	0.7280	0.6932	0.5486
2	40.0	77.24	74.02	64.29	0.7496	0.7021	0.5776
3	20.0	79.73	75.18	65.01	0.7799	0.7318	0.5841
4	10.0	80.77	77.61	69.73	0.7912	0.7598	0.6570
5	5.0	81.49	78.57	74.15	0.7994	0.7696	0.7229
6	3.3	82.33	79.64	74.58	0.8102	0.7820	0.7272
7	2.5	82.47	79.92	75.28	0.8106	0.7845	0.7363
8	2.0	82.30	79.93	74.79	0.8086	0.7846	0.7314
9	1.7	82.43	80.70	75.69	0.8097	0.7816	0.7404
10	1.4	82.88	80.31	75.49	0.8167	0.7903	0.7379
11	1.3	83.38	81.03	75.98	0.8225	0.7979	0.7427
12	1.1	83.93	80.47	76.33	0.8290	0.7913	0.7470
13	1.0	83.87	80.65	76.39	0.8292	0.7931	0.7484