Train classifier with GAN generated images
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I would like to compare a classifier trained with original images and then I would like to train the same classifier with GAN generated images + original images.
Could you please guide me on how to train the classifier with GAN generated images + original images.
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Muskan
2023-3-27
Hi Anbarasi,
As per my understanding of the question, you can followmay try the following steps for help with your problem to resolve the issue you are facing:
i) Collect and pre-process your original images dataset. Then train your original image classifier using any algorithm you wish to.
ii) Using the GAN model, generate a new dataset of images.
iii) Using the "imageDatastore" function combine the original and GAN generated images. Then, train a new classifier using the combined dataset by using the same algorithm.
iv) Now, you can evaluate the performance of both the classifiers using a test dataset.
You can refer to the following documentation for "imageDatastore" function:
I hope the above information helps in resolveing your query.
Thanks,
Muskan.
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