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license: apache-2.0
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# ImagePulseV2 Dataset - Foreground Editing

The ImagePulseV2 dataset is a custom-built dataset we created 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](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

|Editing Instruction|Reverse Editing Instruction|Image 1|Image 2|
|-|-|-|-|
|Replace the blue cylindrical object on the central machine platform with a glowing red faceted gemstone, and adjust the overall scene tone to a pinkish warm color palette.|Replace the red faceted gemstone in the center with a blue-and-orange mechanical device.|![](./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)|