Zhuang Miao, Yong Zhang, Weihua Li. Infrared Target Modeling Method Based on Double Adversarial Autoencoding Network[J]. Acta Optica Sinica, 2020, 40(11): 1111002
- Acta Optica Sinica
- Vol. 40, Issue 11, 1111002 (2020)
Fig. 1. Structure of GAN model
Fig. 2. Structure of VAE model
Fig. 3. Structure of CDAAE model
Fig. 4. Network structures of encoder and latent-space discriminator
Fig. 5. Network structures of encoder and sample discriminator
Fig. 6. Test results of CDAAE model on infrared dataset. (a) Real samples; (b) reconstructed samples; (c) random samples
Fig. 7. Test results of CDAAE model on MINIST dataset. (a) Real samples; (b) reconstructed samples; (c) random samples
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Table 1. Hyper parameters used for CDAAE model training
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Table 2. FID evaluation results of CDAAE model
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Table 3. Accuracy in data augmentation process%
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