Questions tagged [dc-gan]

6 questions
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What are alternatives to Inception Score? Can it be used for non-photographic image types?

Most online sources recommend using versions of the Inception score to evaluate the synthetic images generated by a GAN. These scores are pre-trained on the InceptionV3 model. Does this mean that images need to have similar properties to those in…
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How can I produce crossbred images out of two datasets?

I'm very new to AI and deep learning. So my question is going to be very basic. I'm trying to understand which approach I would need to use to cross-breed set of images. Let's say I'm having dataset of cats and dataset of human faces and as output I…
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What could be the reason for getting low contrast in GAN generated images?

I am trying to use DCGAN for the waterbirds dataset with the following hyperparameters, but I am getting low-contrast images. It would be great if anyone has any suggestions as to what could be some usual reasons for such an outcome. LEARNING_RATE =…
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Does the Weights of Discriminator get updated when traning Generators in GANs?

When we train the GAN we usually train the discriminator first then the generator, first we stop the generator from updating its weight by removing it from the computation graph, using…
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Possible improvements to WGAN-GP output images

I am mapping rather complex data into what essentially amounts to a greyscale image to take better advantage of GANs for generative means. Here is an example of some real data: All real data is of the same shape (108 across x 12 high), with an…
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How is the latent vector transforming to a feature map in DCGAN (Generator structure)?

I'm working on the code trying to generate new images using DCGAN model. The structure of my code is from the PyTorch tutorial here. I'm a bit confused trying to find and understand how the latent vector is transforming to the feature map from the…