The Pokeball Machine
The Pokeball Machine is a Dreambooth model for the pokeball
concept (represented by the pkblz
identifier).
It applies to the wildcard theme.
It is fine-tuned from CompVis/stable-diffusion-v1-4
checkpoint on a small dataset of pokeball images (i.e., images of the red-white original pokeball).
It can be used by modifying the instance_prompt
: a pkblz ball in the middle of a miniature jungle
This model was created as part of the DreamBooth Hackathon 🔥. Visit the organisation page for instructions on how to take part!
Fine-Tuning Details
- Number of training images: 31
- Learning rate: 2e-06
- Training steps: 800
- Guidance Scale: 10
- Inference Steps: 50-75
Output Examples
<table> <tr> <td>a blueprint photo of a <b>pkblz</b> ball</td> <td>a photo of a cybernetic <b>pkblz</b> ball, wide shot</td> <td>a photo of a <b>pkblz</b> ball in the style vintage disney</td> </tr> <tr> <td align="center"><img src="https://huggingface.co/simonschoe/pokeball-machine/resolve/main/output/pokeball%20(1).png" style="height:200px"> </td> <td align="center"><img src="https://huggingface.co/simonschoe/pokeball-machine/resolve/main/output/pokeball%20(2).png" style="height:200px"> </td> <td align="center"><img src="https://huggingface.co/simonschoe/pokeball-machine/resolve/main/output/pokeball%20(3).png" style="height:200px"> </td> </tr> <tr> <td>a photo of a mosaic <b>pkblz</b> ball lying in an antique temple</td> <td>a photo of a detailed ornate <b>pkblz</b> ball</td> <td>a pkblz ball underwater</td> </tr> <tr> <td align="center"><img src="https://huggingface.co/simonschoe/pokeball-machine/resolve/main/output/pokeball%20(4).png" style="height:200px"> </td> <td align="center"><img src="https://huggingface.co/simonschoe/pokeball-machine/resolve/main/output/pokeball%20(5).png" style="height:200px"> </td> <td align="center"><img src="https://huggingface.co/simonschoe/pokeball-machine/resolve/main/output/pokeball%20(6).png" style="height:200px"> </td> </tr> <tr> <td>a <b>pkblz</b> ball in the middle of a miniature jungle</td> <td>a <b>pkblz</b> ball underwater</td> <td>a mystic <b>pkblz</b> ball, trending on artstation</td> </tr> <tr> <td align="center"><img src="https://huggingface.co/simonschoe/pokeball-machine/resolve/main/output/pokeball%20(7).png" style="height:200px"> </td> <td align="center"><img src="https://huggingface.co/simonschoe/pokeball-machine/resolve/main/output/pokeball%20(8).png" style="height:200px"> </td> <td align="center"><img src="https://huggingface.co/simonschoe/pokeball-machine/resolve/main/output/pokeball%20(9).png" style="height:200px"> </td> </tr> <tr> <td>a <b>pkblz</b> ball underwater, trending on artstation</td> <td>a wooden <b>pkblz</b> ball</td> <td>a <b>pkblz</b> ball hovering over a pond</td> </tr> <tr> <td align="center"><img src="https://huggingface.co/simonschoe/pokeball-machine/resolve/main/output/pokeball%20(10).png" style="height:200px"> </td> <td align="center"><img src="https://huggingface.co/simonschoe/pokeball-machine/resolve/main/output/pokeball%20(11).png" style="height:200px"> </td> <td align="center"><img src="https://huggingface.co/simonschoe/pokeball-machine/resolve/main/output/pokeball%20(12).png" style="height:200px"> </td> </tr> <tr> <td>a <b>pkblz</b> ball on a sunny tropical beach</td> <td>a steampunk <b>pkblz</b> ball, trending on artstation</td> <td>a colored pencil sketch of a <b>pkblz</b> ball</td> </tr> <tr> <td align="center"><img src="https://huggingface.co/simonschoe/pokeball-machine/resolve/main/output/pokeball%20(13).png" style="height:200px"> </td> <td align="center"><img src="https://huggingface.co/simonschoe/pokeball-machine/resolve/main/output/pokeball%20(14).png" style="height:200px"> </td> <td align="center"><img src="https://huggingface.co/simonschoe/pokeball-machine/resolve/main/output/pokeball%20(15).png" style="height:200px"> </td> </tr> <tr> <td>a photo of a spectral ornate <b>pkblz</b> ball, trending on artstation, realistic</td> <td>a sunset photo of a <b>pkblz</b> ball</td> <td>a watercolor photo of a <b>pkblz</b> ball</td> </tr> <tr> <td align="center"><img src="https://huggingface.co/simonschoe/pokeball-machine/resolve/main/output/pokeball%20(16).png" style="height:200px"> </td> <td align="center"><img src="https://huggingface.co/simonschoe/pokeball-machine/resolve/main/output/pokeball%20(17).png" style="height:200px"> </td> <td align="center"><img src="https://huggingface.co/simonschoe/pokeball-machine/resolve/main/output/pokeball%20(18).png" style="height:200px"> </td> </tr> </table>
Usage
from diffusers import StableDiffusionPipeline
import torch
device = torch.device('cuda:0' if torch.cuda.is_available() else 'cpu')
pipeline = StableDiffusionPipeline.from_pretrained('simonschoe/pokeball-machine').to(device)
prompt = "a pkblz ball in the middle of a miniature jungle"
image = pipeline(
prompt,
num_inference_steps=50,
guidance_scale=10,
num_images_per_prompt=1
).images[0]
image