Questions tagged [conditional-gan]

For questions related to the conditional GAN model. See the paper "Conditional Generative Adversarial Nets" by Mehdi Mirza and Simon Osindero.

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Are there any metrics suitable for evaluating conditional GANs in the context of medical imaging?

I am currently training a conditional GAN for breast cancer images with three classes: benign, normal, and malignant. While researching evaluation methods, I found that GANs are commonly assessed using metrics like the Inception Score (IS) or the…
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What is $z|y$ in Conditional Adversarial Nets?

I am currently going through Conditional Adversarial Nets (CGANs) and the modified objective function of the two-player minimax game is stated as follows: $$\min_G \max_D V(D, G)=\mathbb E_{x\sim p_{data}(x)}[\log D(\textbf x|\textbf y)] + \mathbb…
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Is there any difference between 'input' and 'conditional input' in the case of neural networks?

In the research paper titled Conditional Generative Adversarial Nets by Mehdi Mirza and Simon Osindero, there is a notion of conditioning a neural network on a class label. It is mentioned in the abstract that we need to simply feed extra input $y$…