Linmiao Hu, Yong Zhang. Facial Image Translation in Short-Wavelength Infrared and Visible Light Based on Generative Adversarial Network[J]. Acta Optica Sinica, 2020, 40(5): 0510001
- Acta Optica Sinica
- Vol. 40, Issue 5, 0510001 (2020)
Fig. 1. Structure of CycleGAN model
Fig. 2. Structure of generator and discriminator. (a) Generator; (b) discriminator
Fig. 3. Structure of improved CycleGAN framework
Fig. 4. Comparison of generated images by different frameworks. (a) Short-wave images; (b) proposed framework; (c) DRIT; (d) UNIT; (e) MUNIT; (f) CycleGAN; (g) DualGAN; (h) reference images
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Table 1. Results of identity loss function on Facenet
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Table 2. Index analysis of overall loss function on Facenet
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Table 3. Index analysis of synthesis-reconstruction loss function on Facenet
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Table 4. Results of proposed framework with different parameters
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Table 5. Index analysis of results generated by different frameworks
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