研究文章
基于Statistical-Textural-Features方法分类的固体药物使用表面显微图像
表4
厕所的结果为所有个人和合并数据集使用前15名特性。
|
| 数据集 |
数的功能 |
FR-algorithm |
支持向量机 |
然而, |
注 |
| Acc |
Sn |
Sp |
Acc |
Sn |
Sp |
Acc |
Sn |
Sp |
|
| A1 |
15 |
CS |
53.57 |
47.06 |
63.64 |
71.43 |
82.35 |
54.55 |
57.14 |
41.18 |
81.82 |
| A2 |
15 |
CS |
53.33 |
47.06 |
61.54 |
56.67 |
58.82 |
53.85 |
53.33 |
41.18 |
69.23 |
| A3 |
15 |
CS |
50.00 |
47.06 |
53.85 |
53.33 |
64.71 |
38.46 |
60.00 |
47.06 |
76.92 |
| T1 |
15 |
CS |
70.00 |
82.35 |
53.85 |
63.33 |
70.59 |
53.85 |
53.33 |
35.29 |
76.92 |
| T2 |
15 |
CS |
71.88 |
94.12 |
46.67 |
71.88 |
76.47 |
66.67 |
53.13 |
41.18 |
66.67 |
| T3 |
15 |
CS |
77.78 |
94.12 |
63.16 |
75.00 |
70.59 |
78.95 |
66.67 |
52.94 |
78.95 |
| W1 |
15 |
CS |
90.32 |
88.24 |
92.86 |
70.97 |
76.47 |
64.29 |
58.06 |
52.94 |
64.29 |
| W2 |
15 |
CS |
78.13 |
94.12 |
60 |
71.88 |
76.47 |
66.67 |
56.25 |
35.29 |
80年 |
| W3 |
15 |
CS |
87.88 |
94.12 |
81.25 |
72.73 |
70.59 |
75年 |
66.67 |
47.06 |
87.5 |
| A1, A2, A3 |
15 |
CS |
66.67 |
41.18 |
78.38 |
74.07 |
52.94 |
83.78 |
62.96 |
35.29 |
75.68 |
| T1、T2和T3 |
15 |
CS |
65.63 |
94.12 |
55.32 |
79.69 |
52.94 |
89.36 |
67.19 |
41.18 |
76.6 |
| W1 W2, W3 |
15 |
CS |
85.48 |
94.12 |
82.22 |
77.42 |
58.82 |
84.44 |
69.35 |
29.41 |
84.44 |
| 所有 |
15 |
CS |
64.38 |
94.12 |
60.47 |
86.30 |
35.29 |
93.02 |
74.66 |
29.41 |
80.62 |
|
| A1 |
15 |
GR |
60.71 |
64.71 |
54.55 |
67.86 |
76.47 |
54.55 |
42.86 |
47.06 |
36.36 |
| A2 |
15 |
GR |
43.33 |
47.06 |
38.46 |
56.67 |
70.59 |
38.46 |
53.33 |
47.06 |
61.54 |
| A3 |
15 |
GR |
43.33 |
35.29 |
53.85 |
40.00 |
47.06 |
30.77 |
43.33 |
35.29 |
53.85 |
| T1 |
15 |
GR |
60.00 |
58.82 |
61.54 |
56.67 |
58.82 |
53.85 |
56.67 |
47.06 |
69.23 |
| T2 |
15 |
GR |
71.88 |
70.59 |
73.33 |
75.00 |
82.35 |
66.67 |
59.38 |
52.94 |
66.67 |
| T3 |
15 |
GR |
72.22 |
88.24 |
57.89 |
63.89 |
64.71 |
63.16 |
66.67 |
82.35 |
52.63 |
| W1 |
15 |
GR |
80.65 |
76.47 |
85.71 |
74.19 |
76.47 |
71.43 |
77.42 |
76.47 |
78.57 |
| W2 |
15 |
GR |
71.88 |
70.59 |
73.33 |
71.88 |
70.59 |
73.33 |
62.50 |
64.71 |
60 |
| W3 |
15 |
GR |
78.79 |
88.24 |
68.75 |
90.91 |
94.12 |
87.5 |
84.85 |
94.12 |
75年 |
| A1, A2, A3 |
15 |
GR |
48.15 |
35.29 |
54.05 |
59.26 |
35.29 |
70.27 |
61.11 |
35.29 |
72.97 |
| T1、T2和T3 |
15 |
GR |
65.63 |
70.59 |
63.83 |
73.44 |
47.06 |
82.98 |
60.94 |
47.06 |
65.96 |
| W1 W2, W3 |
15 |
GR |
77.42 |
70.59 |
80年 |
79.03 |
64.71 |
84.44 |
79.03 |
64.71 |
84.44 |
| 所有 |
15 |
GR |
60.96 |
64.71 |
60.47 |
82.88 |
23.53 |
90.7 |
77.40 |
47.06 |
81.4 |
|
|