ImagePulseV2 数据集-文生图

# ImagePulseV2 数据集-文生图

ImagePulseV2 数据集是我们为训练 Diffusion Templates 系列模型而构造的数据集，数据集包含多个子集，根据 DiffusionDB 中随机采样的提示词，使用 Z-Image-Turbo、Qwen-Image、Qwen-Image-Edit 等模型生成得到。

* 开源代码：[DiffSynth-Studio](https://github.com/modelscope/DiffSynth-Studio)
* 技术报告：[arXiv](https://arxiv.org/abs/2604.24351)
* 项目主页：[GitHub](https://modelscope.github.io/diffusion-templates-web/)
* 文档参考：[English Version](https://diffsynth-studio-doc.readthedocs.io/en/latest/Diffusion_Templates/Introducing_Diffusion_Templates.html)、[中文版](https://diffsynth-studio-doc.readthedocs.io/zh-cn/latest/Diffusion_Templates/Introducing_Diffusion_Templates.html)
* 在线体验：[魔搭社区创空间](https://modelscope.cn/studios/DiffSynth-Studio/Diffusion-Templates)
* 模型集：[ModelScope](https://modelscope.cn/collections/DiffSynth-Studio/KleinBase4B-Templates)、[ModelScope 国际站](https://modelscope.ai/collections/DiffSynth-Studio/KleinBase4B-Templates)、[HuggingFace](https://huggingface.co/collections/DiffSynth-Studio/kleinbase4b-templates)
* 数据集：[ModelScope](https://modelscope.cn/collections/DiffSynth-Studio/ImagePulseV2)、[ModelScope 国际站](https://modelscope.cn/collections/DiffSynth-Studio/ImagePulseV2)、[HuggingFace](https://huggingface.co/collections/DiffSynth-Studio/imagepulsev2)

## 数据样例

|描述|图像|
|-|-|
|A small, round robot with a soft, fluffy white body covered in pastel-blue faux fur sits on a light wooden floor. Its wide, round eyes are large and expressive, with glossy black pupils and gentle, inviting smiles. The robot's arms dangle loosely at its sides, fingers slightly curled as if beckoning. A subtle gradient of light blue and pink runs across its cheeks, emphasizing a playful, cheerful expression. The fur texture is smooth yet tactile, with faint metallic highlights along the edges of its joints, blending mechanical and organic elements. The background is a blurred, warm-toned gradient, focusing attention on the robot's inviting posture and gentle demeanor.||
|A towering lion, its muscular frame poised in dynamic motion, dominates the foreground. Its golden-brown fur shimmers under dramatic, golden-hour lighting, with each strand textured in intricate detail. The creature's powerful stance, front paws planted firmly, conveys raw strength, while its piercing amber eyes lock with the viewer. Perched atop the lion's back is a hooded figure, his long white beard cascading over the tunic's hem. The tunic, a rich brown hue with subtle earthy patterns, is rendered in exquisite 8K detail, the fabric catching light as the figure grips the lion's mane with steady hands. The scene stretches into a wide-angle horizon of misty mountains and stormy skies, enhancing the epic scale. Cinematic depth and superb resolution amplify the majestic, otherworldly atmosphere.||
|A diminutive, glowing planet floats serenely in an expansive, hyperrealistic sky, rendered with exquisite detail. The planet's surface features intricate, smooth linework, showcasing textures like rugged terrain, flowing water, and luminous clouds. The background is a vast, matte-painted expanse of starry darkness with faint nebulae and distant galaxies, illuminated by radiant, soft light that cascades across the scene. The atmosphere is sharp and crisp, with global illumination casting subtle shadows and highlighting the planet's intricate features, creating a sense of depth and realism. The composition emphasizes the planet's scale against the infinite sky, with every line and surface rendered in ultra-high detail, evoking a surreal yet lifelike cosmic landscape.||

# ImagePulseV2 数据集-文生图

ImagePulseV2 数据集是为训练扩散模板（Diffusion Templates）系列模型所构建的专用数据集，包含多个子集。该数据集基于从DiffusionDB（DiffusionDB）中随机采样的提示词，通过Z-Image-Turbo、Qwen-Image、Qwen-Image-Edit等模型生成所得。

* 开源代码：[DiffSynth-Studio](https://github.com/modelscope/DiffSynth-Studio)
* 技术报告：[arXiv](https://arxiv.org/abs/2604.24351)
* 项目主页：[GitHub](https://modelscope.github.io/diffusion-templates-web/)
* 文档参考：[English Version](https://diffsynth-studio-doc.readthedocs.io/en/latest/Diffusion_Templates/Introducing_Diffusion_Templates.html)、[中文版](https://diffsynth-studio-doc.readthedocs.io/zh-cn/latest/Diffusion_Templates/Introducing_Diffusion_Templates.html)
* 在线体验：[魔搭社区创空间](https://modelscope.cn/studios/DiffSynth-Studio/Diffusion-Templates)
* 模型集：[ModelScope](https://modelscope.cn/collections/DiffSynth-Studio/KleinBase4B-Templates)、[ModelScope 国际站](https://modelscope.ai/collections/DiffSynth-Studio/KleinBase4B-Templates)、[HuggingFace](https://huggingface.co/collections/DiffSynth-Studio/kleinbase4b-templates)
* 数据集：[ModelScope](https://modelscope.cn/collections/DiffSynth-Studio/ImagePulseV2)、[ModelScope 国际站](https://modelscope.ai/collections/DiffSynth-Studio/ImagePulseV2)、[HuggingFace](https://huggingface.co/collections/DiffSynth-Studio/imagepulsev2)

## 数据样例

|文本描述|图像|
|-|-|
|一只身形小巧圆润的机器人，通体覆盖着柔和蓬松的奶白色仿毛皮，外层点缀淡蓝色绒毛，静置于浅木质地板之上。它拥有宽大圆润的灵动眼眸，漆黑色亮泽瞳孔搭配温和友善的微笑。机器人的手臂自然垂于身侧，手指微微蜷曲，仿佛正发出邀请。脸颊处晕染着淡蓝与浅粉的渐变色调，更凸显出俏皮欢快的神态。毛皮纹理顺滑且富有触感，关节边缘带有淡淡的金属光泽，将机械与有机元素完美融合。背景为模糊的暖调渐变效果，将视觉焦点集中于机器人亲和的姿态与温柔的气质之上。||
|一头气势磅礴的雄狮肌肉健硕，正摆出充满动感的姿态占据画面前景。其金棕色的毛发在黄金时刻的戏剧性光影下熠熠生辉，每一缕发丝都刻画着精细的纹理。雄狮四肢稳稳落地，充满力量感的姿态尽显野性张力，琥珀色的锐利眼眸与观者对视。雄狮背上栖息着一位头戴兜帽的老者，长长的白色胡须垂落在束腰外衣的下摆处。外衣呈浓郁的棕色调，带有细腻的复古花纹，以8K超高清细节呈现，布料在光影下质感十足，老者稳实地抓握着狮鬃。场景延伸至薄雾缭绕的群山与阴霾天空构成的广角地平线，进一步烘托出史诗般的宏大尺度。电影级的景深与极致分辨率强化了这幅画面庄严又充满奇幻氛围的氛围感。||
|一颗小巧发光的行星在广袤的超写实天空中悠然漂浮，细节刻画极尽精致。行星表面布满细腻流畅的线条纹理，展现出崎岖地貌、潺潺流水与发光云层等丰富细节。背景为广袤的哑光绘制星夜旷野，点缀着微弱星云与遥远星系，柔和的辐射光线洒满整个场景。大气轮廓清晰锐利，全局光照投射出细腻阴影，凸显出行星表面的繁复细节，营造出强烈的空间纵深感与真实感。构图以无垠天空反衬行星的尺度，每一处线条与表面都以超高清精度渲染，勾勒出一幅超现实却又极具真实感的宇宙景观。||

搜集汇总

背景与挑战

背景概述

ImagePulseV2数据集是一个专为训练Diffusion Templates系列模型而构建的文生图数据集，它通过从DiffusionDB随机采样提示词，并利用Z-Image-Turbo、Qwen-Image等模型生成图像数据，包含多个子集。该数据集提供丰富的资源链接，如开源代码、技术报告和在线体验平台，并附有数据样例以供参考。