---
datasets:
- rullaf/mtg-art
pipeline_tag: text-to-image
tags:
- art
---

# Magic Diffusion

A text2img model derived from StableDiffusion 1.5, fine-tuned with [EveryDream-trainer](https://github.com/victorchall/EveryDream-trainer) on a dataset consisting of post-processed Magic the Gathering card art crops (32,159), and hi-resolution images of the art (13,048). Annotations are based on card metadata and various other sources, including art description.

## Comparison

* Magic Diffusion v2 – this model
* Fantasy Card Diffusion v1 – https://huggingface.co/volrath50/fantasy-card-diffusion
* Open Journey v2 – https://huggingface.co/prompthero/openjourney-v2
* Stable Diffusion 1.5 – https://huggingface.co/runwayml/stable-diffusion-v1-5

All images were generated with identical settings:
* 40 steps
* 512x512
* seed `1111 + 1234*n` (`1111`, `2345`, `3579`, `4813`, `6047`, `7281`, `8515`, `9749`)

1111
2345
3579
4813
6047
7281
8515
9749

### Taylor

Prompt

> mtg card art Taylor Swift wandering bard legendary creature human bard by chris rahn by volkan baga by zoltan boros armored bard taylor swift holding her weapons and instruments beautiful composition detailed realistic fantasy painting masterpiece best quality

Negative Prompt

> guitar lowres bad anatomy bad hands text error missing fingers extra digit fewer digits cropped worst quality low quality normal quality jpeg artifacts signature watermark username blurry

<table>
    <tr>
        <th><strong>Magic Diffusion v2</strong></th>
        <th>Fantasy Card Diffusion v1</th>
        <th>Openjourney v2</th>
        <th>Stable Diffusion 1.5</th>
    </tr>
    <tr>
        <td><img src="https://huggingface.co/rullaf/magic-diffusion/resolve/main/examples/taylor/magicdiffusion-v2/1111.png" alt="mdv2 1111"></td>
        <td><img src="https://huggingface.co/rullaf/magic-diffusion/resolve/main/examples/taylor/fantasycarddiffusion-v1/1111.png" alt="fcd v1 1111"></td>
        <td><img src="https://huggingface.co/rullaf/magic-diffusion/resolve/main/examples/taylor/openjourney-v2/1111.png" alt="oj v2 1111"></td>
        <td><img src="https://huggingface.co/rullaf/magic-diffusion/resolve/main/examples/taylor/stablediffusion-v1.5/1111.png" alt="sd 1.5 1111"></td>
    </tr>
    <tr>
        <td><img src="https://huggingface.co/rullaf/magic-diffusion/resolve/main/examples/taylor/magicdiffusion-v2/2345.png" alt="mdv2 2345"></td>
        <td><img src="https://huggingface.co/rullaf/magic-diffusion/resolve/main/examples/taylor/fantasycarddiffusion-v1/2345.png" alt="fcd v1 2345"></td>
        <td><img src="https://huggingface.co/rullaf/magic-diffusion/resolve/main/examples/taylor/openjourney-v2/2345.png" alt="oj v2 2345"></td>
        <td><img src="https://huggingface.co/rullaf/magic-diffusion/resolve/main/examples/taylor/stablediffusion-v1.5/2345.png" alt="sd 1.5 2345"></td>
    </tr>
    <tr>
        <td><img src="https://huggingface.co/rullaf/magic-diffusion/resolve/main/examples/taylor/magicdiffusion-v2/3579.png" alt="mdv2 3579"></td>
        <td><img src="https://huggingface.co/rullaf/magic-diffusion/resolve/main/examples/taylor/fantasycarddiffusion-v1/3579.png" alt="fcd v1 3579"></td>
        <td><img src="https://huggingface.co/rullaf/magic-diffusion/resolve/main/examples/taylor/openjourney-v2/3579.png" alt="oj v2 3579"></td>
        <td><img src="https://huggingface.co/rullaf/magic-diffusion/resolve/main/examples/taylor/stablediffusion-v1.5/3579.png" alt="sd 1.5 3579"></td>
    </tr>
    <tr>
        <td><img src="https://huggingface.co/rullaf/magic-diffusion/resolve/main/examples/taylor/magicdiffusion-v2/4813.png" alt="mdv2 4813"></td>
        <td><img src="https://huggingface.co/rullaf/magic-diffusion/resolve/main/examples/taylor/fantasycarddiffusion-v1/4813.png" alt="fcd v1 4813"></td>
        <td><img src="https://huggingface.co/rullaf/magic-diffusion/resolve/main/examples/taylor/openjourney-v2/4813.png" alt="oj v2 4813"></td>
        <td><img src="https://huggingface.co/rullaf/magic-diffusion/resolve/main/examples/taylor/stablediffusion-v1.5/4813.png" alt="sd 1.5 4813"></td>
    </tr>
    <tr>
        <td><img src="https://huggingface.co/rullaf/magic-diffusion/resolve/main/examples/taylor/magicdiffusion-v2/6047.png" alt="mdv2 6047"></td>
        <td><img src="https://huggingface.co/rullaf/magic-diffusion/resolve/main/examples/taylor/fantasycarddiffusion-v1/6047.png" alt="fcd v1 6047"></td>
        <td><img src="https://huggingface.co/rullaf/magic-diffusion/resolve/main/examples/taylor/openjourney-v2/6047.png" alt="oj v2 6047"></td>
        <td><img src="https://huggingface.co/rullaf/magic-diffusion/resolve/main/examples/taylor/stablediffusion-v1.5/6047.png" alt="sd 1.5 6047"></td>
    </tr>
    <tr>
        <td><img src="https://huggingface.co/rullaf/magic-diffusion/resolve/main/examples/taylor/magicdiffusion-v2/7281.png" alt="mdv2 7281"></td>
        <td><img src="https://huggingface.co/rullaf/magic-diffusion/resolve/main/examples/taylor/fantasycarddiffusion-v1/7281.png" alt="fcd v1 7281"></td>
        <td><img src="https://huggingface.co/rullaf/magic-diffusion/resolve/main/examples/taylor/openjourney-v2/7281.png" alt="oj v2 7281"></td>
        <td><img src="https://huggingface.co/rullaf/magic-diffusion/resolve/main/examples/taylor/stablediffusion-v1.5/7281.png" alt="sd 1.5 7281"></td>
    </tr>
    <tr>
        <td><img src="https://huggingface.co/rullaf/magic-diffusion/resolve/main/examples/taylor/magicdiffusion-v2/8515.png" alt="mdv2 8515"></td>
        <td><img src="https://huggingface.co/rullaf/magic-diffusion/resolve/main/examples/taylor/fantasycarddiffusion-v1/8515.png" alt="fcd v1 8515"></td>
        <td><img src="https://huggingface.co/rullaf/magic-diffusion/resolve/main/examples/taylor/openjourney-v2/8515.png" alt="oj v2 8515"></td>
        <td><img src="https://huggingface.co/rullaf/magic-diffusion/resolve/main/examples/taylor/stablediffusion-v1.5/8515.png" alt="sd 1.5 8515"></td>
    </tr>
    <tr>
        <td><img src="https://huggingface.co/rullaf/magic-diffusion/resolve/main/examples/taylor/magicdiffusion-v2/9749.png" alt="mdv2 9749"></td>
        <td><img src="https://huggingface.co/rullaf/magic-diffusion/resolve/main/examples/taylor/fantasycarddiffusion-v1/9749.png" alt="fcd v1 9749"></td>
        <td><img src="https://huggingface.co/rullaf/magic-diffusion/resolve/main/examples/taylor/openjourney-v2/9749.png" alt="oj v2 9749"></td>
        <td><img src="https://huggingface.co/rullaf/magic-diffusion/resolve/main/examples/taylor/stablediffusion-v1.5/9749.png" alt="sd 1.5 9749"></td>
    </tr>
</table>