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  - art
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  - artistic
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  - diffusers
 
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  inference: true
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  license: creativeml-openrail-m
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  ---
 
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- # Protogen_x3.4
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  Protogen was warm-started with [Stable Diffusion v1-5](https://huggingface.co/runwayml/stable-diffusion-v1-5) and fine-tuned on various high quality image datasets.
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  Version 3.4 continued training from [ProtoGen v2.2](https://huggingface.co/darkstorm2150/Protogen_v2.2_Official_Release) with added photorealism.
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- ## Model Weights
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- ![alt text](https://huggingface.co/darkstorm2150/Protogen_x3.4_Official_Release/resolve/main/Model%20Weights.png)
 
 
 
 
 
 
 
 
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  ## Space
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@@ -55,4 +82,262 @@ image = pipe(prompt, num_inference_steps=25).images[0]
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  image.save("./result.jpg")
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  ```
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- ![img](https://huggingface.co/datasets/patrickvonplaten/images/resolve/main/protogen/rswf5qk9be9a1.jpg)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  - art
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  - artistic
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  - diffusers
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+ - protogen
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  inference: true
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  license: creativeml-openrail-m
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  ---
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+ <center><img src="https://huggingface.co/darkstorm2150/Protogen_x3.4_Official_Release/resolve/main/Protogen_x3.4-512.png" style="height:400px; border-radius: 7%; border: 10px solid #663380; padding-top:0px;" span title="Protogen x3.4 Raw Output"></center>
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+
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+
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+ <center><h1>Protogen x3.4</h1></center>
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+ <center><p><em>Research Model by <a href="https://instagram.com/officialvictorespinoza">darkstorm2150</a></em></p></center>
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+ </div>
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+
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+ ## Table of contents
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+ * [General info](#general-info)
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+ * [Granular Adaptive Learning](#granular-adaptive-learning)
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+ * [Setup](#setup)
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+ * [Space](#space)
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+ * [CompVis](#compvis)
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+ * [Diffusers](#🧨-diffusers)
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+ * [Checkpoint Merging Data Reference](#checkpoint-merging-data-reference)
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+ * [License](#license)
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+
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+ ## General info
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+ Protogen_x3.4
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  Protogen was warm-started with [Stable Diffusion v1-5](https://huggingface.co/runwayml/stable-diffusion-v1-5) and fine-tuned on various high quality image datasets.
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  Version 3.4 continued training from [ProtoGen v2.2](https://huggingface.co/darkstorm2150/Protogen_v2.2_Official_Release) with added photorealism.
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+ ## Granular Adaptive Learning
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+
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+ Granular adaptive learning is a machine learning technique that focuses on adjusting the learning process at a fine-grained level, rather than making global adjustments to the model. This approach allows the model to adapt to specific patterns or features in the data, rather than making assumptions based on general trends.
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+
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+ Granular adaptive learning can be achieved through techniques such as active learning, which allows the model to select the data it wants to learn from, or through the use of reinforcement learning, where the model receives feedback on its performance and adapts based on that feedback. It can also be achieved through techniques such as online learning where the model adjust itself as it receives more data.
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+
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+ Granular adaptive learning is often used in situations where the data is highly diverse or non-stationary and where the model needs to adapt quickly to changing patterns. This is often the case in dynamic environments such as robotics, financial markets, and natural language processing.
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+
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+ ## Setup
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+ To run this model, download the model.ckpt and install it in your "stable-diffusion-webui\models\Stable-diffusion" directory
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  ## Space
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  image.save("./result.jpg")
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  ```
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+ ![img](https://huggingface.co/datasets/patrickvonplaten/images/resolve/main/protogen/rswf5qk9be9a1.jpg)
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+
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+ ## PENDING DATA FOR MERGE, RPGv2 not accounted..
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+ ## Checkpoint Merging Data Reference
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+
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+ <style>
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+ .myTable {
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+ border-collapse:collapse;
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+ }
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+ .myTable th {
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+ background-color:#663380;
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+ color:white;
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+ }
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+ .myTable td, .myTable th {
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+ padding:5px;
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+ border:1px solid #663380;
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+ }
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+ </style>
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+ <table class="myTable">
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+ <tr>
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+ <th>Models</th>
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+ <th>Protogen v2.2 (Anime)</th>
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+ <th>Protogen x3.4 (Photo)</th>
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+ <th>Protogen x5.3 (Photo)</th>
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+ <th>Protogen x5.8 (Sci-fi/Anime)</th>
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+ <th>Protogen x5.9 (Dragon)</th>
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+ <th>Protogen x7.4 (Eclipse)</th>
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+ <th>Protogen x8.0 (Nova)</th>
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+ <th>Protogen x8.6 (Infinity)</th>
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+ </tr>
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+ <tr>
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+ <td>seek_art_mega v1</td>
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+ <td>52.50%</td>
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+ <td>42.76%</td>
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+ <td>42.63%</td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td>25.21%</td>
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+ <td>14.83%</td>
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+ </tr>
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+ <tr>
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+ <td>modelshoot v1</td>
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+ <td>30.00%</td>
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+ <td>24.44%</td>
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+ <td>24.37%</td>
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+ <td>2.56%</td>
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+ <td>2.05%</td>
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+ <td>3.48%</td>
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+ <td>22.91%</td>
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+ <td>13.48%</td>
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+ </tr>
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+ <tr>
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+ <td>elldreth v1</td>
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+ <td>12.64%</td>
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+ <td>10.30%</td>
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+ <td>10.23%</td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td>6.06%</td>
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+ <td>3.57%</td>
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+ </tr>
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+ <tr>
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+ <td>photoreal v2</td>
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+ <td></td>
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+ <td></td>
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+ <td>10.00%</td>
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+ <td>48.64%</td>
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+ <td>38.91%</td>
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+ <td>66.33%</td>
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+ <td>20.49%</td>
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+ <td>12.06%</td>
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+ </tr>
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+ <tr>
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+ <td>analogdiffusion v1</td>
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+ <td></td>
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+ <td>4.75%</td>
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+ <td>4.50%</td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td>1.75%</td>
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+ <td>1.03%</td>
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+ </tr>
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+ <tr>
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+ <td>openjourney v2</td>
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+ <td></td>
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+ <td>4.51%</td>
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+ <td>4.28%</td>
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+ <td></td>
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+ <td></td>
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+ <td>4.75%</td>
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+ <td>2.26%</td>
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+ <td>1.33%</td>
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+ </tr>
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+ <tr>
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+ <td>hassan1.4</td>
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+ <td>2.63%</td>
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+ <td>2.14%</td>
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+ <td>2.13%</td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td>1.26%</td>
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+ <td>0.74%</td>
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+ </tr>
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+ <tr>
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+ <td>f222</td>
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+ <td>2.23%</td>
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+ <td>1.82%</td>
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+ <td>1.81%</td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td>1.07%</td>
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+ <td>0.63%</td>
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+ </tr>
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+ <tr>
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+ <td>hasdx</td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td>20.00%</td>
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+ <td>16.00%</td>
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+ <td>4.07%</td>
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+ <td>5.01%</td>
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+ <td>2.95%</td>
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+ </tr>
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+ <tr>
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+ <td>moistmix</td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td>16.00%</td>
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+ <td>12.80%</td>
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+ <td>3.86%</td>
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+ <td>4.08%</td>
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+ <td>2.40%</td>
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+ </tr>
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+ <tr>
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+ <td>roboDiffusion v1</td>
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+ <td></td>
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+ <td>4.29%</td>
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+ <td></td>
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+ <td>12.80%</td>
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+ <td>10.24%</td>
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+ <td>3.67%</td>
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+ <td>4.41%</td>
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+ <td>2.60%</td>
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+ </tr>
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+ <tr>
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+ <td>RPG v3</td>
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+ <td></td>
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+ <td>5.00%</td>
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+ <td></td>
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+ <td></td>
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+ <td>20.00%</td>
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+ <td>4.29%</td>
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+ <td>4.29%</td>
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+ <td>2.52%</td>
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+ </tr>
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+ <tr>
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+ <td>anything&everything</td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td>4.51%</td>
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+ <td>0.56%</td>
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+ <td>0.33%</td>
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+ </tr>
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+ <tr>
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+ <td>dreamlikediff v1</td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td>5.0%</td>
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+ <td>0.63%</td>
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+ <td>0.37%</td>
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+ </tr>
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+ <tr>
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+ <td>sci-fidiff v1</td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td>3.10%</td>
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+ </tr>
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+ <tr>
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+ <td>synthwavepunk v2</td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td>3.26%</td>
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+ </tr>
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+ <tr>
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+ <td>mashupv2</td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td>11.51%</td>
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+ </tr>
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+ <tr>
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+ <td>dreamshaper 252</td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td>4.04%</td>
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+ </tr>
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+ <tr>
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+ <td>comicdiff v2</td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td>4.25%</td>
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+ </tr>
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+ <tr>
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+ <td>artEros</td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td></td>
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+ <td>15.00%</td>
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+ </tr>
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+ </table>
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+
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+ ## License
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+
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+ By downloading you agree to the terms of these licenses
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+
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+ <a href="https://huggingface.co/spaces/CompVis/stable-diffusion-license">CreativeML Open RAIL-M</a>
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+
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+ <a href="https://huggingface.co/coreco/seek.art_MEGA/blob/main/LICENSE.txt">Seek Art Mega License</a>