研究文章
多模态医学图像融合的研究基于Parameter-Adaptive脉冲耦合神经网络和卷积稀疏表示
|
| 数据库 |
图片 |
指标 |
NSST-PAPCNN |
企业社会责任 |
MST-SR |
NSCT-SR-PCNN |
SR-PCNN |
提出了 |
RMSE(提议) |
|
| 哈佛医学院的整个脑图谱 |
CT /先生 |
在 |
3.1249 (1) |
2.9919 |
2.8641 |
3.0749 |
2.7759 |
3.0767 (2) |
0.0262 |
|
|
0.4587 |
0.4427 |
0.4325 |
0.4801 (2) |
0.4408 |
0.4839 (1) |
0.0304 |
| 心肌梗死 |
0.8093 |
0.8079 |
0.7779 |
0.8333 (2) |
0.7396 |
0.8599 (1) |
0.0156 |
| 科幻小说 |
27.8907 |
28.4779 (2) |
27.6372 |
27.9712 |
27.4416 |
29.3626 (1) |
0.6256 |
| AG) |
6.9390 |
7.1364 (2) |
7.1117 |
6.9873 |
6.5669 |
7.1671 (1) |
0.0392 |
| SD |
110.4631 |
110.6766 (2) |
109.7036 |
109.4976 |
108.0036 |
111.0203 (1) |
0.3939 |
| MR-T1 / MR-T2 |
在 |
3.0751 |
3.0954 |
3.1193 |
3.1564 (2) |
2.9382 |
3.2436 (1) |
0.0593 |
|
|
0.4223 |
0.4428 |
0.5345 (1) |
0.4327 |
0.4241 |
0.4926 (2) |
0.0587 |
| 心肌梗死 |
1.0879 |
1.0932 |
1.1119 |
1.1247 (2) |
1.0830 |
1.1675 (1) |
0.1132 |
| 科幻小说 |
26.8878 |
27.8143 (1) |
27.4827 |
27.3243 |
22.6816 |
27.6630 (2) |
0.7533 |
| AG) |
4.4525 |
4.9000 (2) |
4.8198 |
4.7360 |
3.1408 |
4.9541 (1) |
0.3882 |
| SD |
109.2559 |
109.3714 |
109.2907 |
109.0063 |
110.1740 (2) |
111.4005 (1) |
0.2773 |
| 先生/宠物 |
在 |
3.2575 |
3.1860 |
3.2732 (2) |
3.1620 |
3.1728 |
3.3962 (1) |
0.3524 |
|
|
0.5213 |
0.5783 |
0.6148 (2) |
0.5216 |
0.6125 |
0.6621 (1) |
0.2436 |
| 心肌梗死 |
1.6716 (2) |
1.6604 |
1.6708 |
1.5385 |
1.6688 |
1.7078 (1) |
0.3849 |
| 科幻小说 |
27.0508 |
29.2171 |
31.8184 (1) |
28.1990 |
29.5717 |
30.0488 (2) |
0.0968 |
| AG) |
5.1704 |
6.3783 |
6.8126 (2) |
5.8611 |
6.5209 |
7.8436 (1) |
0.7054 |
| SD |
112.5116 |
112.5743 (2) |
111.8941 |
110.2727 |
111.9179 |
114.7089 (1) |
0.8578 |
| 先生/ SPECT |
在 |
3.5580 |
3.5357 |
3.8857 (1) |
3.6305 |
3.4818 |
3.6897 (2) |
0.5361 |
|
|
0.4561 |
0.5465 |
0.7211 (2) |
0.5564 |
0.5521 |
0.7426 (1) |
0.0389 |
| 心肌梗死 |
1.3484 |
1.3491 |
1.3511 |
1.3663 (2) |
1.3658 |
1.4261 (1) |
0.4157 |
| 科幻小说 |
23.9815 |
25.2731 |
27.7746 (1) |
25.1314 |
24.6361 |
25.4938 (2) |
0.3981 |
| AG) |
4.1747 |
4.7093 |
4.7542 |
4.8058 (2) |
4.5293 |
4.9342 (1) |
0.6432 |
| SD |
109.8246 (1) |
108.6124 |
109.4126 |
109.3390 |
108.6478 |
109.5151 (2) |
0.8745 |
|
| 癌症成像存档 |
CT /先生 |
在 |
2.3873 |
2.5588 (1) |
2.4780 |
2.5250 |
2.4138 |
2.5412 (2) |
0.0348 |
|
|
0.2823 |
0.3242 |
0.3400 (2) |
0.3022 |
0.3083 |
0.3461 (1) |
0.0452 |
| 心肌梗死 |
0.4202 |
0.4998 |
0.5359 (2) |
0.5328 |
0.5302 |
0.5680 (1) |
0.0799 |
| 科幻小说 |
23.5399 |
27.1924 (1) |
25.3864 |
24.4104 |
23.8955 |
25.5036 (2) |
0.5346 |
| AG) |
5.5653 |
5.0692 |
5.5261 |
5.6596 (2) |
5.5149 |
5.6693 (1) |
0.0569 |
| SD |
101.6034 |
111.2382 (2) |
103.4071 |
102.6671 |
103.8596 |
112.3046 (1) |
0.4832 |
| MR-T1 / MR-T2 |
在 |
3.0059 |
3.0495 |
3.0649 (2) |
2.9463 |
2.9340 |
3.1736 (1) |
0.6203 |
|
|
0.3183 |
0.4462 |
0.4928 (2) |
0.4385 |
0.4061 |
0.5103 (1) |
0.1108 |
| 心肌梗死 |
0.8798 |
1.0100 |
1.1441 (1) |
1.0069 |
0.9576 |
1.1064 (2) |
0.7673 |
| 科幻小说 |
22.3876 |
26.9720 (2) |
26.0597 |
26.9641 |
26.1218 |
27.4718 (1) |
0.8564 |
| AG) |
3.4087 |
5.0089 (2) |
4.9964 |
5.0070 |
5.0174 |
5.1650 (1) |
0.1694 |
| SD |
106.2062 |
108.2755 |
107.4503 |
109.2019 (2) |
108.0475 |
109.3821 (1) |
0.8521 |
|
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