🚀 Protogen x3.4（写实风格）官方版本
Protogen x3.4是一款文本到图像的模型，它基于Stable Diffusion进行微调，在多种高质量图像数据集上训练，增强了写实风格的生成效果。
🚀 快速开始
Protogen x3.4以Stable Diffusion v1 - 5为基础进行预热启动，并在各种高质量图像数据集上进行了微调。3.4版本在ProtoGen v2.2的基础上继续训练，增加了写实风格。
✨ 主要特性
精细自适应学习
精细自适应学习是一种机器学习技术，它专注于在细粒度层面调整学习过程，而不是对模型进行全局调整。这种方法使模型能够适应数据中的特定模式或特征，而不是基于一般趋势进行假设。
精细自适应学习可以通过主动学习等技术实现，主动学习允许模型选择它想要学习的数据；也可以通过强化学习实现，在强化学习中，模型会收到关于其性能的反馈，并根据该反馈进行调整。此外，还可以通过在线学习等技术实现，在线学习中模型会在接收更多数据时自行调整。
精细自适应学习常用于数据高度多样化或非平稳的情况，以及模型需要快速适应变化模式的场景。这在机器人技术、金融市场和自然语言处理等动态环境中经常出现。
📦 安装指南
要运行此模型，请下载model.ckpt或model.safetensor文件，并将其安装到您的stable - diffusion - webui\models\Stable - diffusion目录中。
💻 使用示例
基础用法
from diffusers import StableDiffusionPipeline, DPMSolverMultistepScheduler
import torch
prompt = (
"modelshoot style, (extremely detailed CG unity 8k wallpaper), full shot body photo of the most beautiful artwork in the world, "
"english medieval witch, black silk vale, pale skin, black silk robe, black cat, necromancy magic, medieval era, "
"photorealistic painting by Ed Blinkey, Atey Ghailan, Studio Ghibli, by Jeremy Mann, Greg Manchess, Antonio Moro, trending on ArtStation, "
"trending on CGSociety, Intricate, High Detail, Sharp focus, dramatic, photorealistic painting art by midjourney and greg rutkowski"
)
model_id = "darkstorm2150/Protogen_x3.4_Official_Release"
pipe = StableDiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.float16)
pipe.scheduler = DPMSolverMultistepScheduler.from_config(pipe.scheduler.config)
pipe = pipe.to("cuda")
image = pipe(prompt, num_inference_steps=25).images[0]
image.save("./result.jpg")
📚 详细文档
触发词
触发词有modelshoot style、analog style、mdjrny - v4 style、nousr robot。hassan1.4和f222的触发词可能需要通过谷歌搜索获取。
在线空间
我们支持Gradio Web UI：
CompVis
CKPT
Safetensors
Diffusers
此模型可以像其他Stable Diffusion模型一样使用。更多信息，请查看Stable Diffusion Pipeline。
检查点合并数据参考
| 模型 |
Protogen v2.2（动漫风格） |
Protogen x3.4（写实风格） |
Protogen x5.3（写实风格） |
Protogen x5.8（科幻/动漫风格） |
Protogen x5.9（龙风格） |
Protogen x7.4（日食风格） |
Protogen x8.0（新星风格） |
Protogen x8.6（无限风格） |
| seek_art_mega v1 |
52.50% |
42.76% |
42.63% |
|
|
|
25.21% |
14.83% |
| modelshoot v1 |
30.00% |
24.44% |
24.37% |
2.56% |
2.05% |
3.48% |
22.91% |
13.48% |
| elldreth v1 |
12.64% |
10.30% |
10.23% |
|
|
|
6.06% |
3.57% |
| photoreal v2 |
|
|
10.00% |
48.64% |
38.91% |
66.33% |
20.49% |
12.06% |
| analogdiffusion v1 |
|
4.75% |
4.50% |
|
|
|
1.75% |
1.03% |
| openjourney v2 |
|
4.51% |
4.28% |
|
|
4.75% |
2.26% |
1.33% |
| hassan1.4 |
2.63% |
2.14% |
2.13% |
|
|
|
1.26% |
0.74% |
| f222 |
2.23% |
1.82% |
1.81% |
|
|
|
1.07% |
0.63% |
| hasdx |
|
|
|
20.00% |
16.00% |
4.07% |
5.01% |
2.95% |
| moistmix |
|
|
|
16.00% |
12.80% |
3.86% |
4.08% |
2.40% |
| roboDiffusion v1 |
|
4.29% |
|
12.80% |
10.24% |
3.67% |
4.41% |
2.60% |
| RPG v3 |
|
5.00% |
|
|
20.00% |
4.29% |
4.29% |
2.52% |
| anything&everything |
|
|
|
|
|
4.51% |
0.56% |
0.33% |
| dreamlikediff v1 |
|
|
|
|
|
5.0% |
0.63% |
0.37% |
| sci - fidiff v1 |
|
|
|
|
|
|
|
3.10% |
| synthwavepunk v2 |
|
|
|
|
|
|
|
3.26% |
| mashupv2 |
|
|
|
|
|
|
|
11.51% |
| dreamshaper 252 |
|
|
|
|
|
|
|
4.04% |
| comicdiff v2 |
|
|
|
|
|
|
|
4.25% |
| artEros |
|
|
|
|
|
|
|
15.00% |
📄 许可证
通过下载，您同意遵守以下许可证的条款：
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