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---
license: apache-2.0
---
# ImagePulseV2 Dataset - Local Add/Delete

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](https://modelscope.cn/studios/DiffSynth-Studio/Diffusion-Templates)
* Models: [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)

## Sample Data

|Add Command|Remove Command|Figure 1|Figure 2|
|-|-|-|-|
|Add a wooden cart filled with rocks in the foreground, positioned to the left of the cave entrance.|Remove the wooden cart filled with rocks from the foreground of the image.|![](./assets/1770728955980721647.png)|![](./assets/1770728956261166340.png)|
|Add a glowing, translucent yellow firefly with detailed wings, positioned centrally among the tree roots, emitting a soft, warm light that illuminates its immediate surroundings.|Remove the glowing yellow insect from the center of the image.|![](./assets/1770734676077331121.png)|![](./assets/1770734676426573221.png)|
|Add a black witch hat with a wide brim and a pointed top to the girl's head, positioning it so that it sits centered above her forehead, partially obscuring her hair.|Remove the black witch hat from the girl's head.|![](./assets/1770743882182965718.png)|![](./assets/1770743881852859618.png)|