Add denoising autoencoder in the model zoo (#413)

* Add denoising autoencoder in the model zoo * edit model name * Add model to tested_models.md * Added model under tested models in readme * Fixed markdown formatting in readme
Cloud-CV · Oct 31, 2018 · 9cbb00c · 9cbb00c
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diff --git a/README.md b/README.md
@@ -290,6 +290,7 @@ Models                                                                      | Ca
 [YoloNet](https://arxiv.org/abs/1506.02640)                                 |   √   |   √   |     √      |
 [Pix2Pix](https://github.com/phillipi/pix2pix)                              |   √   |   ×   |     ×      |
 [VQA](https://github.com/iamaaditya/VQA_Demo)                               |   √   |   √   |     √      |
+[Denoising Auto-Encoder](https://blog.keras.io/building-autoencoders-in-keras.html)                               |   ×   |   √   |     √      |
 
 Note: For models that use a custom LRN layer (Alexnet), Keras expects the custom layer to be passed when it is loaded from json. LRN.py is located in keras_app/custom_layers. [Alexnet import for Keras](https://github.com/Cloud-CV/Fabrik/blob/master/tutorials/keras_custom_layer_usage.md)
 

diff --git a/docs/source/tested_models.md b/docs/source/tested_models.md
@@ -35,6 +35,7 @@
 * Seq2Seq Translation [\[Source\]](https://github.com/fchollet/keras/blob/master/examples/lstm_seq2seq.py)[\[Visualise\]](http://fabrik.cloudcv.org/caffe/load?id=20171208115116hsfax)
 * Text Generation [\[Source\]](https://machinelearningmastery.com/text-generation-lstm-recurrent-neural-networks-python-keras/)[\[Visualise\]](http://fabrik.cloudcv.org/caffe/load?id=20171208113517iphlh)
 * Pix2Pix [\[Source\]](https://github.com/phillipi/pix2pix) [\[Visualise\]](http://fabrik.cloudcv.org/caffe/load?id=20180105143836eahgb)
+* Denoising Auto-Encoder [\[Source\]](https://blog.keras.io/building-autoencoders-in-keras.html)
 
 ### Captioning