Thống kê đặc trưng.xlsx

	A	B	C	D	E	G
1	np.random.seed(0) image_array = np.random.randint(0, 255, (10, 10)).astype(np.int16) mask_array = np.ones((10, 10)).astype(np.uint8) image = sitk.GetImageFromArray(image_array) mask = sitk.GetImageFromArray(mask_array) image.SetSpacing((1.0,1.0)) mask.SetSpacing((1.0,1.0))				Note
2	Ordinal Number	Location	First-order (Intesnsity Histogram + Intensity -based statistical feature+Local Intensity+Intensity_Volume Histogram)		ClaasByName:firstorder
3	1	3.3.1 3.4.1	Mean	123.38		1
4	2	3.3.5 3.4.5	Median	139.5		2
5	3	3.4.18	Entropy	3,3838		3
6	4	3.3.17	Energy	2354898,0		4
7	5		Total Energy (*)	2227886,0	PyRadiomics	5
8	6	3.3.6 3.4.6	Minimum	0,0		6
9	7	3.3.9 3.4.9	Maximum	254,0		7
10	8	3.3.2 3.4.2	Variance	5404,2499		8
11	9	3.3.3 3.4.3	Skewness	0,2051		9
12	10	3.3.4 3.4.4	Kurtosis	2,0701		10
13	11	3.3.7 3.4.7	10Percentile	32,8		11
14	12	3.3.8 3.4.8	90Percentile	229,0		12
15	13	3.4.10	Mode		PyRadiomics Not Found
16	14	3.3.10 3.4.11	Interquartile Range	122,5		13
17	15	3.3.11 3.4.12	Range	251,0		14
18	16	3.3.12 3.4.13	Mean Absolute Deviation	63,8738		15
19	17	3.3.15/ 3.4.16	Coefficient of Variation		PyRadiomics Not Found
20	18	3.3.16/ 3.4.17	Quartile coefficient of dispersion		PyRadiomics Not Found
21	19	3.4.19	Uniformity	0,1052		16
22	20	3.4.20	maximum histogram gradient		PyRadiomics Not Found
23	21	3.4.21	maximum histogram gradient intensity		PyRadiomics Not Found
24	22	3.4.22	minimum histogram gradient		PyRadiomics Not Found
25	23	3.4.23	minimum histogram gradient intensity		PyRadiomics Not Found
26	24	3.3.13 3.4.14	Robust Mean Absolute Deviation	49,425		17
27	25	3.3.18	Root Mean Squared	141,0794		18
28			Standard Deviation
29	26	3.3.14/ 3.4.15	Median Absolute Deviation		PyRadiomics Not Found
30	Shape 2D				ClassByName: shape2D
31	27	3.1.15	Elongation	0,9998		19
32	28		Perimeter	38,8284	PyRadiomics	20
33	29		Perimeter Surface Ratio	03902	PyRadiomics	21
34	30		Pixel Surface	100,0		22
35	31	3.1.8	Sphericity	0,9107		23
36	32	3.1.7	Spherical Disproportion	1,0981		24
37	33	3.1.12	Major Axis Length	11,4891		25
38	34		Maximum Diameter	13,4536		26
39	35		Mesh Surface	99.5		27
40	GLCM ( Grey level co-occurence based feature)				ClassByName: glcm
41	36	3.6.2	Joint Average	5.4949		28
42	37	3.6.20	Autocorrelation	30.3561		29
43	38	3.6.1	Joint Maximum		PyRadiomics Not Found
44	39		Joint Energy	0.0159	PyRadiomics	30
45	40	3.6.3	Joint Variance		PyRadiomics Not Found
46	41	3.6.4	Joint Entropy	6.1936		31
47	42	3.6.5	Difference Average	3.2281		32
48	43	3.6.6	Difference Variance	5.8849		33
49	44	3.6.7	Difference Entropy	3.0771		34
50	45	3.6.8	Sum Average	10.9898		35
51	46	3.6.9	Sum Variance		PyRadiomics Not Found
52	47	3.6.10	Sum Entropy	3.8883		36
53	48	3.6.11	Angular Second Moment		PyRadiomics Not Found
54	49	3.6.12	Contrast	163.219		37
55	50	3.6.13	Dissimilatiry		PyRadiomics Not Found
56	51	3.6.14	Inverse Difference	3.561	By name: Id	38
57	52	3.6.16	Inverse Difference Moment	2.638	By name: Idm	39
58	53	3.6.15	Nomarlised Inverse Difference	0.7945	By name: Idn	40
59	54	3.6.17	Normalised Inverse Difference moment	0.8978	By name: Idmn	41
60	55	3.6.18	Inverse Variance	0.2482		42
61	56	3.6.19	Correlation	0.0191		43
62	57	3.6.21	Cluster Tendency	16.9693		44
63	58	3.6.22	Cluster Shade	8.2846		45
64	59	3.6.23	Cluster Prominence	668.2627		46
65	60	3.6.24	Information Correlation 1	-0.1493	By name: Imc1	47
66	61	3.6.25	Information Correlation 2	0.7941	By name: Imc2	48
67	62		Maximum Probability	0.0411	PyRadiomics	49
68	63		Sum Squares	8.3228	PyRadiomics	50
69	GLRLM (Grey level run length based feature)				Class by name: glrlm
70	64	3.7.1	Short Run Emphasis (SRE)	0.9240		51
71	65	3.7.2	Long Run Emphasis (LRE)	1.341		52
72	66	3.7.9	Gray Level Non-Uniformity (GLN)	9.0424		53
73	67	3.7.10	Gray Level Non-Uniformity Normalized (GLNN)	0.1002		54
74	68	3.7.11	Run Length Non-Uniformity (RLN)	73.9761		55
75	69	3.7.12	Run Length Non-Uniformity Normalized (RLNN)	0.8195		56
76	70	3.7.13	Run Percentage (RP)	0.9025		57
77	71	3.7.14	Gray Level Variance (GLV)	8.1760		58
78	72	3.7.15	Run Variance (RV)	0.1129		59
79	73	3.7.16	Run Entropy (RE)	3.7462		60
80	74	3.7.3	Low Gray Level Run Emphasis (LGLRE)	0.1373		61
81	75	3.7.4	High Gray Level Run Emphasis (HGLRE)	38.8392		62
82	76	3.7.5	Short Run Low Gray Level Emphasis (SRLGLE)	0.1292		63
83	77	3.7.6	Short Run High Gray Level Emphasis (SRHGLE)	36.4963		64
84	78	3.7.7	Long Run Low Gray Level Emphasis (LRLGLE)	0.1731		65
85	79	3.7.8	Long Run High Gray Level Emphasis (LRHGLE)	49.3077		66
86	GLSZM (Grey level size zone based Features)				Class by name: glszm
87	80	3.8.1	Small Zone Emphasis	0.7310	by name: Small Area Emphasis	67
88	81	3.8.2	Large Zone Emphasis	3.0909	by name: Large Area Emphasis	68
89	82	3.8.9	Gray Level Non Uniformity	6.3939		69
90	83	3.8.10	Gray Level Non Uniformity Normalized	0.0969		70
91	84	3.8.11	Size Zone Non Uniformity	32.9091		71
92	85	3.8.12	Size Zone Non Uniformity Normalized	0.4986		72
93	86	3.8.13	Zone Percentage	0.66		73
94	87	3.8.14	Gray Level Variance	8.5041		74
95	88	3.8.15	Zone Variance	0.7952		75
96	89	3.8.16	Zone Entropy	4.3466		76
97	90	3.8.3	Low Gray Level Zone Emphasis	0.1565		77
98	91	3.8.4	High Gray Level Zone Emphasis	40.2727		78
99	92	3.8.5	Small Area Low Gray Level Emphasis	0.1342		79
100	93	3.8.6	Small Area High Gray Level Emphasis	30.5327		80