GANLibTensorflow
March 14, 2020 · View on GitHub
Tensorflow implemention of various GAN.
Please refer to corresponding folder for more details.
Prerequisite
- Python 3.5.4
- TensorFlow 1.5
- Numpy
- Scipy
Quantitative evaluation
| Method | Inception (This repo) | Inception (Official) | FID |
|---|---|---|---|
| Real data | 12.0 | 11.24 | 3.2 (train vs test) |
| PGGAN | - | 8.80 ± 0.05 (-, Unsupervised) | - |
| SNGAN | 8.43 ± 0.12 (ResNet, Supervised) | 8.24 ± 0.08 (ResNet, Unsupervised) | - |
| ACGAN | 7.86 ± 0.09 (ResNet, Supervised) | 8.25 ± 0.07 (-, Supervised) | - |
Inception scores are calculated by average of 10 evaluation with 5000 samples.
TODO
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FID
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MS-SSIM
Generated images
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SNGAN
-
ACGAN
