Rao Fu, Yu Fang, Yong Yang, Dong Xiang, Xiaojing Wu. Large-Field Microscopic Imaging Method Based on Cycle Generative Adversarial Networks[J]. Acta Optica Sinica, 2023, 43(5): 0518002

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- Acta Optica Sinica
- Vol. 43, Issue 5, 0518002 (2023)

Fig. 1. Model structure of GANs

Fig. 2. Model structure of Cycle-GANs

Fig. 3. Model illustration of Cycle-GANs

Fig. 4. Graded scaling of image resolution and prediction effect

Fig. 5. Fitting curve of relationship between objective evaluation index and image resolution reduction factor. (a) SSIM; (b) PSNR; (c) NMRSE

Fig. 6. Results of 25× high-resolution virtual images generated from low-resolution images of 10× resolution testing board

Fig. 7. Results of 25× HR generated from 10× LR

Fig. 8. Results of 25× HR generated from 4× LR
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Table 1. Training parameters of image network model
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Table 2. Objective evaluation indexes of theory verification
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Table 3. Objective evaluation indexes of 25× HR generated from 10× LR
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Table 4. Objective evaluation indexes of 25× HR generated from 4× LR

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