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Stylebank

Implementation of the paper: StyleBank: An Explicit Representation for Neural Image Style Transfer

Implemented

Training

  1. Prepare your content image dataset (I use MS-COCO)
  2. Prepare your style image dataset

It takes about 1 days to train on a GeForce GTX 1080 Ti. Pre-trained weights are provided. Just load the encoder, decoder and the stylebank you want.

Examples

StyleSourceTransfered
<img src="style/00.jpg" width="256"><img src="examples/mountain.jpg" width="512"><img src="examples/00.jpg" width="512">
<img src="style/01.jpg" width="256"><img src="examples/japan.jpg" width="512"><img src="examples/01_japan.jpg" width="512">
<img src="style/02.jpg" width="256"><img src="examples/bridge.jpg" width="512"><img src="examples/02_bridge.jpg" width="512">
<img src="style/02.jpg" width="256"><img src="examples/japan101.jpg" width="512"><img src="examples/02_japan101.jpg" width="512">
<img src="style/09.jpg" width="256"><img src="examples/deer.jpg" width="512"><img src="examples/09_deer.jpg" width="512">