| license: Apache License 2.0 | |
| # ImagePulseV2 数据集-背景替换 | |
| 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| | |
| |-|-|-|-| | |
| |Replace the current urban background with a dark, stormy forest at night, featuring tall trees with glowing bioluminescent fungi and faint moonlight filtering through the canopy.|Replace the dark, moonlit forest background with a rainy, neon-lit cityscape at night, featuring glowing signs and reflections on wet pavement, while keeping Batman's pose, armor, and the glowing mushrooms in the foreground.||| | |
| |将背景天空从阴天改为日落时分的橙粉色渐变天空，同时调整整体色调，使船体和海面反射出暖色光晕。|将天空从日落的橙粉色渐变改为阴天的灰蓝色，同时调整海水颜色为深蓝色，使整体画面色调更冷峻。||| | |
| |将背景从阴云密布的森林改为晴朗的星空，保留塔楼和魔法师，添加漂浮的星辰和星座光点，使整体氛围更神秘浩瀚。|将背景从星空替换为阴沉的森林云雾，同时保持塔楼、法师和漂浮物的原有构图与细节。||| | |