July 2019
Intermediate to advanced
512 pages
19h 39m
English
Content preview from Hands-On Deep Learning Algorithms with Python
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Converting photos to paintings using a CycleGAN
Now we will learn how to implement a CycleGAN in TensorFlow. We will see how to convert pictures to paintings using a CycleGAN:
The dataset used in this section can be downloaded from https://people.eecs.berkeley.edu/~taesung_park/CycleGAN/datasets/monet2photo.zip. Once you have downloaded the dataset, unzip the archive; it will consist of four folders, trainA, trainB, testA, and testB, with training and testing images.
The trainA folder consists of paintings (Monet) and the trainB folder consists of photos. Since we are mapping photos (x) to the paintings (y), the trainB folder, which consists ...
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