April 2020
Intermediate to advanced
380 pages
9h 24m
English
Content preview from Mobile Deep Learning with TensorFlow Lite, ML Kit and Flutter
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Understanding SRGANs
SRGANs are a class of GANs that focuses on creating super-resolution images from low-resolution images.
The functionality of an SRGAN algorithm is described as such: the algorithm picks a high-resolution image from the dataset and samples it down to a low-resolution image. Then, the generator neural network tries to produce a higher resolution image from the low-resolution image. We will call this a super-resolution image from now on. The super-resolution image is sent to the discriminator neural network, which has already been trained on samples of high-resolution images and some basic super-resolution images so that they can be classified.
The discriminator classifies the super-resolution image sent to it by the generator ...
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