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Localized style transfer

Just a small project to test instance segmentation with Mask R-CNN (He et al.) and neural style transfer (NST) as described in A Neural Algorithm of Artistic Style (Gatys et al.). A similar work can be found in Localized Style Transfer (Wells et al.), although I was not aware of it at the time I did this project.

Basically, first Mask R-CNN is used to detect people in an image, and then NST is applied to stylize the segmented instances. For a single instance, the algorithm is illustrated clearly in the following self-explanatory figure:

In the figure above, the artwork employed for style transfer was Vincent van Gogh's The Starry Night.

The resulting images should look something like this:

Jupyter notebook here

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Instance segmentation + Neural style transfer

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