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

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

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Compare some image generation models.

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# 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 |