Wen XIAO, Jie LI, Feng PAN, Shuang ZHAO. Super-resolution in Digital Holographic Phase Cell Image Based on USENet[J]. Acta Photonica Sinica, 2020, 49(6): 0610001
- Acta Photonica Sinica
- Vol. 49, Issue 6, 0610001 (2020)
Fig. 1. Overall USENet structure
Fig. 2. The general view of convolution layers for features extraction
Fig. 3. The feature maps of weights calibration layer
Fig. 4. The training and validation process
Fig. 5. Reconstruction steps on validation set
Fig. 6. Fitting curves plotted by assessment scores from the input and output of 300 samples in validation set
Fig. 7. Fitting curves plotted by assessment scores from the input and output of 300 samples in validation set
Fig. 8. Sample image in spectral domain
Fig. 9. Isopleth and three-dimensional morphology of cells
Fig. 10. Fitting curves of SSIM performance in the ROI by the rebuilding of validation set
Fig. 11. Detailed internal structure of USENet
|
Table 1. Approaches with 15 different combinations of weighted loss factors
|
Table 2. The performances of net in convergence interval on validation set with 15 different loss functions
|
Table 3. The influence of ROI rebuilding by the calibration layer
Set citation alerts for the article
Please enter your email address
© Copyright 2018-2021 | Chinese Laser Press. All Rights Reserved 沪ICP备15018463号-20