Table 1.
The objective criteria of the results.
| Methods | EI | AG | SD | MI | MSSIM | Q ncie | |
|---|---|---|---|---|---|---|---|
| Data-1 | Proposed | 72.6935 | 7.1552 | 57.9205 | 3.2722 | 0.5546 | 0.8098 |
| LP | 38.2196 | 3.7774 | 30.0324 | 2.3271 | 0.6351 | 0.8054 | |
| DTCWT | 34.8032 | 3.4850 | 23.2539 | 1.7309 | 0.6138 | 0.8039 | |
| CVT | 35.2542 | 3.4934 | 23.0665 | 1.4831 | 0.5993 | 0.8033 | |
| NSST-PAPCNN | 68.9727 | 6.6187 | 56.0234 | 2.4653 | 0.5333 | 0.8060 | |
| SR-CVT | 68.6666 | 6.7490 | 54.4992 | 1.9097 | 0.5147 | 0.8044 | |
| NSCT-PCNN | 66.2118 | 6.5201 | 56.4232 | 2.2337 | 0.5413 | 0.8051 | |
| NSST-SR | 66.9752 | 6.6512 | 53.2715 | 2.0321 | 0.5318 | 0.8047 | |
|
| |||||||
| Data-2 | Proposed | 90.0733 | 10.3155 | 69.1393 | 4.2751 | 0.7368 | 0.8123 |
| LP | 83.5461 | 9.4929 | 56.4441 | 3.3646 | 0.7257 | 0.8085 | |
| DTCWT | 81.8120 | 9.2944 | 53.6809 | 3.1898 | 0.7261 | 0.8079 | |
| CVT | 82.3516 | 9.3915 | 53.6136 | 3.0625 | 0.7161 | 0.8075 | |
| NSST-PAPCNN | 85.2049 | 9.8096 | 68.2061 | 3.8848 | 0.7320 | 0.8105 | |
| SR-CVT | 88.1706 | 10.0621 | 68.8248 | 3.9093 | 0.7244 | 0.8107 | |
| NSCT-PCNN | 88.2202 | 9.8461 | 68.1962 | 4.9920 | 0.7352 | 0.8166 | |
| NSST-SR | 87.1627 | 9.6065 | 68.1307 | 4.9608 | 0.7268 | 0.8173 | |
|
| |||||||
| Data-3 | Proposed | 74.2671 | 7.7668 | 77.2744 | 3.3678 | 0.7619 | 0.8094 |
| LP | 72.4568 | 7.7204 | 68.6626 | 3.4543 | 0.7714 | 0.8097 | |
| DTCWT | 68.2222 | 7.1759 | 65.1873 | 3.1822 | 0.7529 | 0.8083 | |
| CVT | 69.9724 | 7.3461 | 64.9798 | 3.1067 | 0.7326 | 0.8083 | |
| NSST-PAPCNN | 73.0212 | 7.6503 | 76.6886 | 3.3369 | 0.7662 | 0.8090 | |
| SR-CVT | 67.8324 | 7.0882 | 65.8398 | 3.2342 | 0.7083 | 0.8087 | |
| NSCT-PCNN | 69.0975 | 7.3278 | 75.0149 | 3.3345 | 0.7768 | 0.8090 | |
| NSST-SR | 63.5011 | 6.8037 | 73.9537 | 3.3862 | 0.7576 | 0.8091 | |
|
| |||||||
| Data-4 | Proposed | 60.7610 | 6.1253 | 101.008 | 3.3421 | 0.6624 | 0.8091 |
| LP | 57.8694 | 6.0094 | 72.2220 | 3.0442 | 0.6828 | 0.8082 | |
| DTCWT | 55.5715 | 5.6615 | 67.7378 | 2.8914 | 0.6693 | 0.8078 | |
| CVT | 56.0089 | 5.6900 | 67.5603 | 2.8700 | 0.6629 | 0.8077 | |
| NSST-PAPCNN | 53.0778 | 5.2554 | 98.0660 | 3.1384 | 0.6078 | 0.8085 | |
| SR-CVT | 59.6227 | 6.0267 | 87.1325 | 3.0472 | 0.6613 | 0.8082 | |
| NSCT-PCNN | 57.4714 | 5.7521 | 99.1359 | 3.2446 | 0.6269 | 0.8087 | |
| NSST-SR | 54.7148 | 5.4708 | 97.6829 | 3.1859 | 0.5902 | 0.8086 | |
|
| |||||||
| Data-5 | Proposed | 145.3350 | 16.7255 | 86.9107 | 3.5295 | 0.6511 | 0.8089 |
| LP | 144.0967 | 17.0567 | 77.7485 | 3.3466 | 0.6274 | 0.8082 | |
| DTCWT | 138.1179 | 16.0188 | 73.4541 | 3.1837 | 0.6284 | 0.8077 | |
| CVT | 140.2991 | 16.2219 | 73.5315 | 3.1072 | 0.6262 | 0.8075 | |
| NSST-PAPCNN | 143.2695 | 16.4285 | 86.2083 | 3.3442 | 0.6506 | 0.8075 | |
| SR-CVT | 140.0068 | 16.1687 | 75.8551 | 3.0745 | 0.6235 | 0.8074 | |
| NSCT-PCNN | 134.0507 | 15.0210 | 86.3881 | 3.2473 | 0.6473 | 0.8078 | |
| NSST-SR | 123.5401 | 13.9535 | 84.4441 | 3.3016 | 0.6147 | 0.8080 | |
|
| |||||||
| Data-6 | Proposed | 80.0313 | 8.8360 | 73.7021 | 3.7677 | 0.7539 | 0.8101 |
| LP | 75.1681 | 8.5606 | 60.5508 | 3.2883 | 0.7368 | 0.8084 | |
| DTCWT | 72.2479 | 8.0545 | 53.0983 | 2.9707 | 0.7118 | 0.8074 | |
| CVT | 73.4273 | 8.1997 | 52.4865 | 2.8620 | 0.6932 | 0.8071 | |
| NSST-PAPCNN | 66.7020 | 7.4670 | 68.3819 | 3.2053 | 0.7036 | 0.8079 | |
| SR-CVT | 79.4541 | 8.7675 | 72.6698 | 3.6225 | 0.7352 | 0.8089 | |
| NSCT-PCNN | 72.6950 | 8.0744 | 70.6174 | 3.3051 | 0.7346 | 0.8083 | |
| NSST-SR | 64.9391 | 7.3415 | 66.7485 | 3.1110 | 0.6834 | 0.8076 | |