Xiaoman Cui, Fengqin Yu. Multi Style Sketch-Photo Generation Based on Conditional Generation Adversarial Networks[J]. Laser & Optoelectronics Progress, 2020, 57(18): 181018
- Laser & Optoelectronics Progress
- Vol. 57, Issue 18, 181018 (2020)
Fig. 1. VAE's basic framework
Fig. 2. Discriminator model
Fig. 3. Conditional generation adversarial networks based on VAE
Fig. 4. Total loss
Fig. 5. Sketches in multiple styles. (a) Result by Sobel operator; (b) result by taking the inverse and performing Gaussian blur; (c) result by Median filter and Laplace filter; (d) sketch in CUHK dataset
Fig. 6. Flow chart of model training process
Fig. 7. Synthesis results of face photos. (a) Test sketches; (b) images generated by the method in Ref. [4]; (c) images generated by the method in Ref. [7]; (d) images generated by the method in Ref. [9]; (e) images generated by our method; (f) real photos
Fig. 8. Generation results of face photos. (a) Test sketches; (b) generation results of test set by the single style generated network; (c) generation results of test set by universal style network model; (d) real photos
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Table 1. SSIM values of different methods in dataset
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