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Deep Convolutional Food Styling

Deep Convolutional Food Styling

What does a good photo of food look like?
Can a machine tell?
Can we fix up photos of food using deep learning?

Leszek Rybicki

June 10, 2017
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  1. G SFBM GBLF D SFBM GBLF D D(G(noise)) ˠ fake

    D(photo) ˠ real %JTDSJNJOBUPSUSBJOJOH Generator provides negative examples
  2. TVCUMF WJWJE … TVCUMF WJWJE %JTDSJNJOBUPS fully convolutional judges patches

    
 of the input image https://arxiv.org/abs/1603.08155
  3. "EWFSTBSJBM-PTT X F G Y TVCUMF WJWJE TVCUMF WJWJE …

    TVCUMF WJWJE TVCUMF WJWJE … X(F(low_score)) ˠ classify as high_score Y(F(high_score)) ˠ classify as low_score