blasmfo / styletransferapp

This app uses deep learning to compose one image using the style of other image.

StyleTransferApp

This app uses deep learning to compose one image using the style of another image.

This app uses docker to create two microservices, the first is a Tensorflow/Serving container aim to handle a Tensorflow DNN model that makes the style transfer. And, the second microservice is a Flask application that handles the web request and displays the results.

Interface

Some screenshots of the web app:

• Open your browser in localhost on port 5000 and you will see this page:

• Select a source and a style image to process. The program will mimic the style image into the source image:

• See the results and download them if you wish:

Notes

• The first time you compose up the services, it could take a few minutes since a DNN model is downloaded and a couple of python libraries are installed.
• The chace for the processed image can be found in ./python/static/temp/. In case you want to re-visid the processed images or erase the files.
• For info about the DNN model, please visit: https://www.tensorflow.org/tutorials/generative/style_transfer