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Posted to commits@mxnet.apache.org by GitBox <gi...@apache.org> on 2018/10/18 01:19:14 UTC

[GitHub] aaronmarkham commented on a change in pull request #12790: Extending the DCGAN example implemented by gluon API to provide a more straight-forward evaluation on the generated image

aaronmarkham commented on a change in pull request #12790: Extending the DCGAN example implemented by gluon API to provide a more straight-forward evaluation on the generated image
URL: https://github.com/apache/incubator-mxnet/pull/12790#discussion_r226141790
 
 

 ##########
 File path: example/gluon/DCGAN/README.md
 ##########
 @@ -0,0 +1,52 @@
+# DCGAN in MXNet
+
+[Deep Convolutional Generative Adversarial Networks(DCGAN)](https://arxiv.org/abs/1511.06434) implementation with Apache MXNet GLUON.
+This implementation uses [inception_score](https://github.com/openai/improved-gan) to evaluate the model.
+
+You can use this reference implementation on MNIST and CIFAR10 dataset.
+
+
+#### Generated pic(use dataset cifar10)
+![Generated pic](https://github.com/pengxin99/incubator-mxnet/blob/dcgan-inception_score/example/gluon/DCGAN/pic/fake_img_iter_13900.png)
+
+#### Generated pic(use dataset mnist)
+![Generated pic](https://github.com/pengxin99/incubator-mxnet/blob/dcgan-inception_score/example/gluon/DCGAN/pic/fake_img_iter_21700.png)
+
+#### inception_score in cpu and gpu (the real image`s score is around 3.3)
+CPU & GPU
+
+![inception_socre_with_cpu](https://github.com/pengxin99/incubator-mxnet/blob/dcgan-inception_score/example/gluon/DCGAN/pic/inception_score_cifar10_cpu.png)
+![inception_score_with_gpu](https://github.com/pengxin99/incubator-mxnet/blob/dcgan-inception_score/example/gluon/DCGAN/pic/inception_score_cifar10.png)
 
 Review comment:
   ```suggestion
   ![inception score with GPU](https://github.com/pengxin99/incubator-mxnet/blob/dcgan-inception_score/example/gluon/DCGAN/pic/inception_score_cifar10.png)
   ```

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