https://github.com/enhuiz/image-generation

Compare some image generation models.
https://github.com/enhuiz/image-generation

Last synced: 4 months ago
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Compare some image generation models.

• Host: GitHub
• URL: https://github.com/enhuiz/image-generation
• Owner: enhuiz
• License: mit
• Created: 2023-01-09T13:01:32.000Z (over 2 years ago)
• Default Branch: main
• Last Pushed: 2023-01-11T06:37:03.000Z (over 2 years ago)
• Last Synced: 2025-01-07T18:29:00.818Z (5 months ago)
• Language: Python
• Homepage:
• Size: 1.1 MB
• Stars: 0
• Watchers: 3
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Image Generation

Compare some image generation models.

[!["Buy Me A Coffee"](https://www.buymeacoffee.com/assets/img/custom_images/orange_img.png)](https://www.buymeacoffee.com/enhuiz)

## Results

### Figures

#### FID

![](figures/fid.png)

### Tables

#### Train Subset

| path                                       | split     |  step |     fid |

| :----------------------------------------- | :-------- | ----: | ------: |

| logs/cifar10/dc-vq-vae-gan/1673339840      | train_200 | 10000 | 205.634 |

| logs/cifar10/dc-vq-vae-perc-gan/1673404674 | train_200 | 10000 | 205.701 |

| logs/cifar10/dc-vae-pic-gan/1673335478     | train_200 | 10000 | 220.968 |

| logs/cifar10/dc-vae-gan/1673341055         | train_200 | 10000 | 223.802 |

| logs/cifar10/dc-gan/1673336477             | train_200 |  8000 | 233.425 |

| logs/cifar10/dc-vae/1673339069             | train_200 | 10000 | 294.739 |

| logs/cifar10/dc-vae-pic/1673338278         | train_200 |  2000 | 306.798 |

| logs/cifar10/dc-vq-vae/1673337406          | train_200 |  8000 | 308.909 |

#### Test set

| path                                       | split |  step |     fid |

| :----------------------------------------- | :---- | ----: | ------: |

| logs/cifar10/dc-vq-vae-perc-gan/1673404674 | test  | 10000 | 114.352 |

| logs/cifar10/dc-vq-vae-gan/1673339840      | test  |  8000 | 116.086 |

| logs/cifar10/dc-vae-pic-gan/1673335478     | test  | 10000 | 150.127 |

| logs/cifar10/dc-vae-gan/1673341055         | test  | 10000 | 158.812 |

| logs/cifar10/dc-gan/1673336477             | test  | 10000 | 164.936 |

| logs/cifar10/dc-vae/1673339069             | test  | 10000 | 243.624 |

| logs/cifar10/dc-vq-vae/1673337406          | test  | 10000 | 256.828 |

| logs/cifar10/dc-vae-pic/1673338278         | test  |  2000 | 267.614 |