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README.md

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+---
+license: apache-2.0
+---
+# ImagePulseV2 Dataset - Background Replacement
+
+The ImagePulseV2 dataset is a collection we constructed for training the Diffusion Templates series of models. It consists of multiple subsets generated using models such as Z-Image-Turbo, Qwen-Image, and Qwen-Image-Edit, based on prompts randomly sampled from DiffusionDB.
+
+* Open-source code: [DiffSynth-Studio](https://github.com/modelscope/DiffSynth-Studio)
+* Technical report: [arXiv](https://arxiv.org/abs/2604.24351)
+* Project homepage: [GitHub](https://modelscope.github.io/diffusion-templates-web/)
+* Documentation: [English Version](https://diffsynth-studio-doc.readthedocs.io/en/latest/Diffusion_Templates/Introducing_Diffusion_Templates.html), [Chinese Version](https://diffsynth-studio-doc.readthedocs.io/zh-cn/latest/Diffusion_Templates/Introducing_Diffusion_Templates.html)
+* Online demo: [ModelScope Studio Space](https://modelscope.cn/studios/DiffSynth-Studio/Diffusion-Templates)
+* Model collection: [ModelScope](https://modelscope.cn/collections/DiffSynth-Studio/KleinBase4B-Templates), [ModelScope International](https://modelscope.ai/collections/DiffSynth-Studio/KleinBase4B-Templates), [HuggingFace](https://huggingface.co/collections/DiffSynth-Studio/kleinbase4b-templates)
+* Dataset: [ModelScope](https://modelscope.cn/collections/DiffSynth-Studio/ImagePulseV2), [ModelScope International](https://modelscope.ai/collections/DiffSynth-Studio/ImagePulseV2), [HuggingFace](https://huggingface.co/collections/DiffSynth-Studio/imagepulsev2)
+
+## Data Examples
+
+|Edit Command|Reverse Edit Command|Figure 1|Figure 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.|![](./assets/1771425182859517651.png)|![](./assets/1771425183423796439.png)|
+|Change the overcast sky in the background to a sunset with a gradient of orange and pink hues, and adjust the overall color tone so that the ship and sea surface reflect warm glows.|Change the sky from a sunset's orange-pink gradient to an overcast grayish-blue, and adjust the sea color to deep blue, making the overall image tone cooler.|![](./assets/1771433941948035510.png)|![](./assets/1771433942404119580.png)|
+|Replace the gloomy, cloudy forest background with a clear starry sky, retaining the tower and the mage, and add floating stars and constellation highlights to create a more mysterious and vast atmosphere.|Replace the starry sky background with a somber, misty forest under cloudy skies, while preserving the original composition and details of the tower, mage, and floating elements.|![](./assets/1771425672502987723.png)|![](./assets/1771425673015948355.png)|

README_from_modelscope.md

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+---
+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.|![](./assets/1771425182859517651.png)|![](./assets/1771425183423796439.png)|
+|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。|![](./assets/1771433941948035510.png)|![](./assets/1771433942404119580.png)|
+|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。|![](./assets/1771425672502987723.png)|![](./assets/1771425673015948355.png)|

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