Answers.Body: <p>Turns out if we feed the generator part without discriminator with real samples and random latent, we got idealized version of the dataset.</p>
  <p><a href="https://i.sstatic.net/pSJ6BVfg.png" rel="nofollow noreferrer"><img src="https://i.sstatic.net/pSJ6BVfg.png" alt="enter image description here" /></a></p>
  
Answers.ContentLicense: CC BY-SA 4.0
Answers.CreationDate: 2024-10-10T23:22:23.837Z
Answers.LastActivityDate: 2024-10-10T23:22:23.837Z
Answers.UserDisplayName: Muhammad Ikhwan Perwira
Body: <p>Suppose there are dataset of handwritten digit of zero. We know that human handwritten are not perfects. But here the model will tries to draw the <strong>ideal version</strong> of the digit, e.g. perfect circle.</p>
  <p>Because I accidentally trained GAN where all random latent vectors input is almost identical to the idealized version of dataset. But for number 7 instead of 0.</p>
  
Tags: <generative-model>
Title: Is there such generative model that drawing idealized version of dataset?
UserDisplayName: Muhammad Ikhwan Perwira
ThreadText: # Is there such generative model that drawing idealized version of dataset?
  
  (Asked by: username_0 on 2024-10-10)
  
  Suppose there are dataset of handwritten digit of zero. We know that human handwritten are not perfects. But here the model will tries to draw the **ideal version** of the digit, e.g. perfect circle.
  
  Because I accidentally trained GAN where all random latent vectors input is almost identical to the idealized version of dataset. But for number 7 instead of 0.
  
  **Tags:** generative-model
  
  
  ---
  
  ## 1 answers
  
  ### Answer by username_0 on 2024-10-10. Score: 1
  
  Turns out if we feed the generator part without discriminator with real samples and random latent, we got idealized version of the dataset.
  
  [![enter image description here](https://i.sstatic.net/pSJ6BVfg.png)](https://i.sstatic.net/pSJ6BVfg.png)
  
  
  ---
  
  