Results and Analysis

Part I. Artistic Reference Style Transfer Result

Input

Reference

Result

Input

Reference

Result

Input

Reference

Result

Input

Reference

Result

From the results, we can see that the algorithm can transfer the image style to the artistic reference style successfully. Even some original content information, like our faces details, are lost after transfer, we can still treat it as an artistic effect.

Limitations

Neural Algorithm has a limitation of input images. To be specific, it represents the artistic reference well but it fails to transfer images with realistic reference style

Input

Reference

Result

Part ii. REALISTIC Reference Style Transfer Result

Input

Reference

Result

Input

Reference

Result

Input

Reference

Result

Input

Reference

Result

Limitations

The result of realistic style transfer may have some mosaic. This problem is caused by the quality of input image. Our method first resize the input to resolution due to the limitation of our computer systems to save the running time. This problem can be easily solved by increase the quality of input images.

But even with such low quality output, we can still see that the output image has preserved the details of content image. For instance, the buildings have the same shape as before and even the windows can be seen. And the sky and lake are successfully transferred into the reference style.