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license: apache-2.0
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# 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)|