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What are training images/validation images? #2

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Ianmcmill opened this issue Feb 8, 2019 · 2 comments
Open

What are training images/validation images? #2

Ianmcmill opened this issue Feb 8, 2019 · 2 comments

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@Ianmcmill
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Ianmcmill commented Feb 8, 2019

For training a SRGAN HR (high res) and LR (low res) images are needed.
In your code you write training images and validation images.
Do training images correspond to LR and validation images correspond to HR?
Then what do test images correspond to?

@Ianmcmill
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I think I understood this.
Training images are the images you train on. obviously.
This dataset consists of HR respectivly gaussian downsampled images (LR).
Validation images are images of the same class/type as the training images. But those images were not shown to the GAN. Those images are not shown to the GAN during training, so that the GAN is able to generalize better. Validation images consist just like Training images of HR and downsampled LR images.
Test images are images with a native resolution that corresponds to the LR resolution of the trained images and an accuracy is calculated, measuring the quality of the metrics.

Did I get this correct?

@Arkariian
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hi!

do you solve it?

i don't know how to train your model

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