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README.md

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+---
+license: apache-2.0
+---
+# ImagePulseV2 Dataset - Facial Expression Editing
+
+The ImagePulseV2 dataset is a collection we constructed for training the Diffusion Templates series of models. It contains 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](https://modelscope.cn/studios/DiffSynth-Studio/Diffusion-Templates)
+* Model collections: [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.cn/collections/DiffSynth-Studio/ImagePulseV2), [HuggingFace](https://huggingface.co/collections/DiffSynth-Studio/imagepulsev2)
+
+## Data Examples
+
+|Editing Instruction|Input Image|Output Image|
+|-|-|-|
+|Make the person show an ecstatic expression, with eyes half-closed and eyelashes gently trembling, corners of the mouth naturally raised into an immersed smile, facial muscles relaxed and slightly puffed, breathing slowed, head slightly tilted back or to the side showing a trance-like state|![](./assets/1770727931257145655.png)|![](./assets/1770727931636978795.png)|
+|Make the person show a sad expression, with corners of the mouth slightly drooping, inner eyebrows raised into a frown shape, eyelids lowered, gaze dimmed or glistening with tears, forehead slightly wrinkled|![](./assets/1770731417078776462.png)|![](./assets/1770731417452756193.png)|
+|Make the person show a guilty expression, with eyelids lowered avoiding direct eye contact, inner eyebrows raised into a sorrowful curve, corners of the mouth trembling downward, head slightly bowed, facial muscles slack and showing signs of self-reproach|![](./assets/1770736452501258027.png)|![](./assets/1770736452833058567.png)|

README_from_modelscope.md

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+---
+license: Apache License 2.0
+---
+# ImagePulseV2 数据集-表情编辑
+
+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|输入图|输出图|
+|-|-|-|
+|让人物露出陶醉神情，双眼半闭睫毛轻颤，嘴角自然上扬呈沉浸式微笑，脸颊肌肉放松微鼓，呼吸放缓，头部微仰或侧倾显忘我状态|![](./assets/1770727931257145655.png)|![](./assets/1770727931636978795.png)|
+|让人物呈现悲伤表情，嘴角轻微下垂，眉毛内角上扬呈八字形，眼睑低垂，眼神黯淡或含泪光，额头轻微皱起|![](./assets/1770731417078776462.png)|![](./assets/1770731417452756193.png)|
+|让人物露出愧疚神情，眼睑低垂回避直视，眉毛内角上抬呈悲伤弧线，嘴角向下微颤，头部微垂，面部肌肉松弛无力显自责状态|![](./assets/1770736452501258027.png)|![](./assets/1770736452833058567.png)|

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