An Overlapping Cell Image Synthesis Method for Imbalance Data

Table 1

Features of each class of cell images.

Class	1	2	3	4	5	6	7	8
Cell images
IOD	89.610977	71.606436	180.15888	272.85886	470.77552	76.777616	86.473958	940.99801
Area	837	447	1341	1705	1805	289	299	2910
Circularity	0.7921	0.480011	0.461493	0.382338	0.479377	0.920065	0.654806	0.510143
Roundness	0.903653	0.727129	0.68578	0.640621	0.732710	0.944292	0.812886	0.722639
Radius	18.718845	17.566048	30.722118	37.70215	33.625638	10.377715	12.087826	41.920397
Deviation	0.056678	0.096081	0.080454	0.090358	0.173582	0.159820	0.180099	0.18441
Mean	0.642317	0.57354	0.6061	0.573193	0.482879	0.470737	0.457682	0.430258
Sigma	1.475920	3.135578	6.373434	8.491296	6.312004	0.474985	1.634735	8.020041
Contrast	1.593787	6.369128	2.674124	2.777126	9.373961	16.356402	15.341137	12.716838
Convexity	0.974389	0.959227	0.90303	0.830088	0.827602	0.969799	0.934375	0.812395
Bulkiness	1.002132	1.001983	1.051246	1.223468	1.161857	1.000329	1.045995	1.132826
StructureFactor	0.283446	1.125497	1.343892	1.689330	0.973999	0.049896	0.463667	0.815918
	71551.46	33796.029	335417.10	622132.67	511789.63	6978.0203	10412.977	1223692.3
	43622.82	7510.4405	67471.275	128759.63	177297.55	6334.6855	5318.0129	476218.75
	−0.018070	−0.054505	−0.073719	0.084856	0.049427	0.001029	0.007442	−0.039142
	0.073786	0.140186	0.122783	0.129873	0.119612	0.083408	0.060474	0.120763
	0.073786	0.066543	0.101258	0.128430	0.091892	0.075985	0.115486	0.079980
Energy	0.023546	0.008648	0.011273	0.011569	0.003225	0.004424	0.005000	0.002741
Correlation	0.941807	0.920241	0.950388	0.959477	0.962070	0.925055	0.943140	0.954548
Homogeneity	0.601926	0.313502	0.511144	0.515849	0.315213	0.239775	0.322485	0.306934
Entropy	5.706993	6.248901	6.224919	6.415742	7.111077	6.711657	6.795570	7.259227
Anisotropy	−0.525847	−0.510334	−0.537583	−0.514221	−0.514942	−0.490626	−0.499718	−0.499788
Compactness	1.108596	1.311802	1.633726	1.912168	1.913056	1.028384	1.198749	2.272140
ContLength	107.9827	85.840620	165.92388	202.40916	208.30865	61.112698	67.112698	288.24978
Diameter	36.359318	34.132096	60.440053	74.404301	64.412732	19.646883	23.021729	82.800966
Rectangularity	0.801250	0.800937	0.793462	0.646409	0.707792	0.804348	0.771812	0.678742
Distance	15.318871	11.491077	20.283375	23.627692	23.614855	8.526281	8.736569	28.915494
Sides	4.261805	2.606224	2.438174	2.288309	2.631792	5.520584	3.114689	2.586205
NumRuns	32.000000	32.000000	52.000000	62.000000	67.000000	20.000000	18.000000	91.000000
MeanLength	26.156250	13.968750	25.788462	27.500000	26.940299	14.450000	16.611111	31.978022