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| license: apache-2.0 |
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| # ImagePulseV2 Dataset - Facial Expression Editing |
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| 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. |
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| * 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) |
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| ## Data Examples |
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| |Editing Instruction|Input Image|Output Image| |
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| |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||| |
| |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||| |
| |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||| |