Research Article
Green Fluorescent Protein and Phase-Contrast Image Fusion via Generative Adversarial Networks
Table 1
Objective evaluation of different fusion methods.
| Metric | Statistics | DTCWT | CVT | NSCT | SR | CNN | SFL-CT | CST | Proposed |
| QMI | MV | 0.2916 | 0.2725 | 0.3070 | 0.3877 | 0.4233 | 0.5142 | 0.5396 | 0.6362 | SD | 0.0555 | 0.0493 | 0.0578 | 0.0461 | 0.1647 | 2.5361 | 25.4793 | 0.0438 | WT | 0 | 0 | 0 | 0 | 16 | 9 | 12 | 111 |
| QP | MV | 0.4374 | 0.4076 | 0.5011 | 0.6056 | 0.5218 | 0.5303 | 0.5597 | 0.7098 | SD | 0.1645 | 0.1550 | 0.1616 | 0.1382 | 0.1881 | 0.1799 | 0.1750 | 0.0697 | WT | 0 | 0 | 0 | 3 | 18 | 1 | 11 | 115 |
| QY | MV | 0.7185 | 0.7066 | 0.7372 | 0.7087 | 0.8570 | 0.8520 | 0.8938 | 0.8925 | SD | 0.0743 | 0.0739 | 0.0701 | 0.0746 | 0.1298 | 0.1001 | 0.1060 | 0.0669 | WT | 0 | 0 | 2 | 0 | 16 | 0 | 75 | 57 |
| QCB | MV | 0.4540 | 0.4541 | 0.4634 | 0.4491 | 0.4646 | 0.4885 | 0.4991 | 0.4908 | SD | 0.1045 | 0.1030 | 0.1081 | 0.1095 | 0.1350 | 0.1363 | 0.1377 | 0.1275 | WT | 0 | 8 | 11 | 0 | 8 | 5 | 69 | 47 |
| VIF | MV | 0.6697 | 0.6623 | 0.6968 | 0.6926 | 0.7368 | 0.6785 | 0.7705 | 0.8682 | SD | 0.1362 | 0.1343 | 0.1323 | 0.0869 | 0.1678 | 0.1147 | 0.1290 | 0.1236 | WT | 0 | 0 | 0 | 0 | 29 | 0 | 29 | 90 |
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The abbreviations MV, SD, and WT stand for mean value, standard deviation, and winning times, respectively.
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