
## Model description

Simple DCGAN implementation in TensorFlow to generate CryptoPunks.

## Generated samples
<img src="https://github.com/dimitreOliveira/cryptogans/raw/main/assets/gen_samples.png" width="350" height="350">

Project repository: [CryptoGANs](https://github.com/dimitreOliveira/cryptogans).

## Usage

You can play with the HuggingFace [space demo](https://huggingface.co/spaces/huggan/crypto-gan).

Or try it yourself

```python
import tensorflow as tf
import matplotlib.pyplot as plt
from huggingface_hub import from_pretrained_keras

seed = 42
n_images = 36
codings_size = 100
generator = from_pretrained_keras("huggan/crypto-gan")

def generate(generator, seed):
    noise = tf.random.normal(shape=[n_images, codings_size], seed=seed)
    generated_images = generator(noise, training=False)

    fig = plt.figure(figsize=(10, 10))
    for i in range(generated_images.shape[0]):
        plt.subplot(6, 6, i+1)
        plt.imshow(generated_images[i, :, :, :])
        plt.axis('off')
    plt.savefig("samples.png")
    
generate(generator, seed)
```

## Training data

For training, I used the 10000 CryptoPunks images.

## Model Plot

<details>
<summary>View Model Plot</summary>

![Model Image](./model.png)

</details>
{"library_name": "keras", "tags": ["gan", "dcgan", "huggan", "tensorflow", "unconditional-image-generation"]}
keras gan dcgan huggan tensorflow unconditional-image-generation has_space region:us
TAGS
#keras #gan #dcgan #huggan #tensorflow #unconditional-image-generation #has_space #region-us 


## Model description

Simple DCGAN implementation in TensorFlow to generate CryptoPunks.

## Generated samples
<img src="URL width="350" height="350">

Project repository: CryptoGANs.

## Usage

You can play with the HuggingFace space demo.

Or try it yourself



## Training data

For training, I used the 10000 CryptoPunks images.

## Model Plot

<details>
<summary>View Model Plot</summary>

!Model Image

</details>
## Model description

Simple DCGAN implementation in TensorFlow to generate CryptoPunks. ## Generated samples
<img src="URL width="350" height="350">

Project repository: CryptoGANs. ## Usage

You can play with the HuggingFace space demo.

Or try it yourself ## Training data

For training, I used the 10000 CryptoPunks images. ## Model Plot

<details>
<summary>View Model Plot</summary>

!Model Image

</details>
TAGS
#keras #gan #dcgan #huggan #tensorflow #unconditional-image-generation #has_space #region-us 
 ## Model description

Simple DCGAN implementation in TensorFlow to generate CryptoPunks. ## Generated samples
<img src="URL width="350" height="350">

Project repository: CryptoGANs. ## Usage

You can play with the HuggingFace space demo.

Or try it yourself ## Training data

For training, I used the 10000 CryptoPunks images. ## Model Plot

<details>
<summary>View Model Plot</summary>

!Model Image

</details>
passage: TAGS
#keras #gan #dcgan #huggan #tensorflow #unconditional-image-generation #has_space #region-us 
## Model description

Simple DCGAN implementation in TensorFlow to generate CryptoPunks.## Generated samples
<img src="URL width="350" height="350">

Project repository: CryptoGANs.## Usage

You can play with the HuggingFace space demo.

Or try it yourself## Training data

For training, I used the 10000 CryptoPunks images.## Model Plot

<details>
<summary>View Model Plot</summary>

!Model Image

</details>