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| license: apache-2.0 |
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| # ImagePulseV2 Dataset - Background Replacement |
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| 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. |
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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 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) |
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| ## Data Examples |
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| |Edit Command|Reverse Edit Command|Figure 1|Figure 2| |
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| |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.||| |
| |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.||| |
| |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.||| |
