---
license: Apache License 2.0
---
# ImagePulseV2 数据集-前景修改

ImagePulseV2 数据集是我们为训练 Diffusion Templates 系列模型而构造的数据集，数据集包含多个子集，根据 DiffusionDB 中随机采样的提示词，使用 Z-Image-Turbo、Qwen-Image、Qwen-Image-Edit 等模型生成得到。

* 开源代码：[DiffSynth-Studio](https://github.com/modelscope/DiffSynth-Studio)
* 技术报告：[arXiv](https://arxiv.org/abs/2604.24351)
* 项目主页：[GitHub](https://modelscope.github.io/diffusion-templates-web/)
* 文档参考：[English Version](https://diffsynth-studio-doc.readthedocs.io/en/latest/Diffusion_Templates/Introducing_Diffusion_Templates.html)、[中文版](https://diffsynth-studio-doc.readthedocs.io/zh-cn/latest/Diffusion_Templates/Introducing_Diffusion_Templates.html)
* 在线体验：[魔搭社区创空间](https://modelscope.cn/studios/DiffSynth-Studio/Diffusion-Templates)
* 模型集：[ModelScope](https://modelscope.cn/collections/DiffSynth-Studio/KleinBase4B-Templates)、[ModelScope 国际站](https://modelscope.ai/collections/DiffSynth-Studio/KleinBase4B-Templates)、[HuggingFace](https://huggingface.co/collections/DiffSynth-Studio/kleinbase4b-templates)
* 数据集：[ModelScope](https://modelscope.cn/collections/DiffSynth-Studio/ImagePulseV2)、[ModelScope 国际站](https://modelscope.cn/collections/DiffSynth-Studio/ImagePulseV2)、[HuggingFace](https://huggingface.co/collections/DiffSynth-Studio/imagepulsev2)

## 数据样例

|编辑指令|反向编辑指令|图1|图2|
|-|-|-|-|
|将中央机器台上的蓝色圆柱形物体替换为一颗发光的红色多面宝石，并将整个场景的色调调整为偏粉红色的暖色系。|将中央的红色多面体宝石替换为一个蓝橙配色的机械装置。|![](./assets/1770729434297999290.png)|![](./assets/1770729434630407414.png)|
|Change the shape of the dog's ear to be more pointed and upright.|Change the dog's ears from pointed and upright to floppy and windswept.|![](./assets/1770734644110142988.png)|![](./assets/1770734644519132653.png)|
|Replace the glowing angel with a majestic dragon soaring above the forest.|Replace the dragon with an angel, keeping the same forest background, glowing mushrooms, and mossy bridge.|![](./assets/1770736183411196650.png)|![](./assets/1770736183802029949.png)|