ImagePulseV2 数据集-画面结构

# ImagePulseV2 数据集-画面结构

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

Prompt: A young woman sits gracefully on a soft, mossy patch of grass in a lush, verdant park, surrounded by towering trees with delicate, layered foliage that filters dappled sunlight across the scene. Her face is rendered with intricate, expressive detail—soft, high-contrast shading defines her gentle features, including large, luminous eyes with subtle depth, finely arched brows, and a slightly parted mouth hinting at quiet contemplation. Her hair flows in gentle waves, catching the light with natural highlights, and she wears a simple, flowing dress in muted earth tones, complemented by a small, woven basket beside her. A picnic blanket is spread beneath her, scattered with fresh fruit, a porcelain teacup, and a folded cloth napkin. The background reveals a serene pond with lily pads and a distant wooden bridge, while cherry blossoms drift lazily on the breeze. The atmosphere is tranquil and painterly, with soft, cinematic lighting and meticulous attention to texture and depth—evoking the visual elegance of Kyoto Animation and Studio Ghibli, infused with the refined, ornamental grace of Alphonse Mucha and the photorealistic shading technique of Ilya Kuvshinov.

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Prompt: A solitary figure, a man clad in a sleek, futuristic orange astronaut suit, stands dynamically mid-dance on the desolate, gray surface of the moon. The suit is highly detailed, with reflective metallic joints, integrated life-support systems visible along the torso and legs, and a clear, curved helmet that reflects the stark lunar landscape. His posture is fluid and expressive — one arm extended outward, the other bent near his chest, legs slightly bent in a rhythmic motion suggesting movement and joy. Behind him, the moon’s horizon stretches into the distance, its surface pocked with craters and dust, bathed in the soft, silvery glow of sunlight casting long, sharp shadows. The sky above is a deep, endless black, devoid of clouds or atmosphere, emphasizing the isolation and otherworldliness of the scene. No Earth or spacecraft is visible — the focus remains entirely on the astronaut’s dance, a moment of human expression amid the silent, alien terrain.

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Prompt: A full-body character design rendered in ultra-high-definition 8K detail, showcasing a striking mad scientist woman standing confidently in a meticulously detailed laboratory environment. She wears a tailored, slightly rumpled lab coat with visible pockets and brass buttons, its fabric rendered with crisp folds and subtle wear, suggesting frequent use. Beneath, her attire is partially obscured, hinting at a sleek, form-fitting bodysuit that transitions seamlessly into her cybernetic enhancements.\n\nHer limbs are a fusion of organic and mechanical: one arm ends in a metallic, articulated cybernetic hand with glowing circuitry, while the other retains a human hand gripping a green plasma laser gun. The weapon emits a vivid, electric green beam with dynamic particle effects and a visible energy core, its design sharp, angular, and futuristic. Her legs are partially mechanical, with exposed joints and glowing hydraulic pistons, blending seamlessly with her human anatomy.\n\nHer face is sharp and intelligent, framed by wild, untamed hair that flows dramatically, catching light as if in motion. Her eyes glow faintly, radiating an aura of scientific obsession. The background is a high-tech lab filled with glowing panels, intricate machinery, and suspended glass tubes, all rendered with octane-rendered precision — every surface polished, every edge razor-sharp.\n\nThe overall aesthetic is a fusion of Artgerm’s dynamic composition, Cushart Krenz’s intricate linework, Greg Rutkowski’s dramatic lighting and fantasy atmosphere, and Alphonse Mucha’s elegant, flowing ornamentation — all coalescing into a visually arresting, ultra-detailed portrait that balances brutalist futurism with refined elegance. Every element is crisp, clean, and meticulously rendered, with no extraneous detail, creating a seamless, immersive visual experience.

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# ImagePulseV2 数据集-画面结构

ImagePulseV2 数据集是本团队为训练扩散模板（Diffusion Templates）系列模型而构建的专属数据集，其数据源自对扩散数据库（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：[英文版本](https://diffsynth-studio-doc.readthedocs.io/en/latest/Diffusion_Templates/Introducing_Diffusion_Templates.html)、[中文版本](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

**提示词**：一位年轻女子优雅地坐在繁茂翠绿公园中柔软长满苔藓的草地上，四周环绕着枝叶细腻层叠的参天大树，斑驳的阳光透过树叶洒落在场景中。她的面部刻画精细且富有表现力——柔和的高对比度光影勾勒出温婉的面容，包括带着微妙层次感的灵动大眼、精致弯眉，以及微张的双唇，仿佛正沉浸在静谧的沉思之中。她的长发如柔波般轻盈飘动，在光影下泛着自然的高光，身着一袭色调柔和的简约长裙，身旁摆放着一只小巧的编织篮。她身下铺着野餐毯，上面散落着新鲜水果、瓷质茶杯与折叠的餐巾。背景是静谧的池塘，水面漂浮着睡莲，远处可见木质小桥，樱花正随风缓缓飘落。整体氛围宁静雅致，充满绘画质感，搭配柔和的电影级光影与对纹理与深度的细致打磨，既兼具京都动画与吉卜力工作室的视觉美感，又融入了阿尔丰斯·穆夏（Alphonse Mucha）精致典雅的装饰风格，以及伊利亚·库夫希诺夫（Ilya Kuvshinov）的写实光影技法。

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**提示词**：一名身着流畅未来感橙色宇航服的孤独男子，正动感地在月球荒芜灰暗的表面起舞。宇航服细节丰富，带有反光金属关节，躯干与腿部可见集成的生命维持系统，透明弧形头盔倒映着荒凉的月球地貌。他的姿态流畅且富有表现力——一只手臂向外伸展，另一只弯曲在胸前，双腿微屈，带着韵律感的动作尽显灵动与愉悦。身后的月球地平线向远方延伸，表面布满陨石坑与尘土，在柔和的银色阳光照射下投射出修长锐利的阴影。头顶是深邃无垠的漆黑夜空，没有云层与大气，更凸显出场景的孤寂与异星氛围。画面中未见地球或航天器，所有焦点都集中在宇航员的舞蹈之上，这是寂静异土中一瞬充满人性的瞬间。

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**提示词**：一幅超高清8K分辨率的全身角色设计作品，展现了一位气场十足的疯狂科学家女性，自信地站在细节考究的实验室环境中。她身着剪裁合身但略显凌乱的白大褂，带有清晰的口袋与黄铜纽扣，面料刻画了清晰的褶皱与细微的穿着痕迹，暗示着频繁使用的状态。内搭的服饰部分被遮挡，隐约可见流畅贴身的紧身衣，与她的义体改造部分自然衔接。

她的四肢是有机与机械的融合体：一只手臂末端是带有发光电路的金属关节义手，另一只则保留人类手掌，正握持一把绿色等离子激光枪。武器发射出鲜亮的电绿色光束，带有动态粒子效果与可见的能量核心，设计棱角分明，充满未来感。她的腿部部分为机械结构，裸露的关节与发光的液压活塞与人体解剖结构完美融合。

她的面容锐利聪慧，不羁的长发肆意飘动，在光影下仿佛带着动感。双眼微微发光，散发着对科学痴迷的气场。背景是一间高科技实验室，布满发光面板、精密机械与悬挂的玻璃试管，所有细节均由辛烷渲染器（Octane Render）精准刻画——每一处表面都打磨光洁，每一条边缘都锐利分明。

整体美学风格融合了Artgerm的动态构图、Cushart Krenz的精细线条、格雷格·鲁特科夫斯基（Greg Rutkowski）的戏剧性光影与奇幻氛围，以及阿尔丰斯·穆夏（Alphonse Mucha）优雅流畅的装饰风格，最终呈现出一幅兼具粗野主义未来感与精致优雅的视觉震撼作品，所有元素都清晰干净、刻画入微，毫无冗余细节，打造出沉浸式的无缝视觉体验。

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搜集汇总

背景与挑战

背景概述

ImagePulseV2 数据集是专为训练Diffusion Templates系列模型而构建的，包含基于DiffusionDB随机采样提示词生成的多个子集，使用Z-Image-Turbo、Qwen-Image等模型生成。该数据集提供了开源代码、技术报告及在线资源，支持图像生成任务。