对话式图片编辑
描述你真正需要的照片编辑
用日常语言规划一次照片编辑。明确要改什么、哪些内容要保留，并将编辑结果与原图对比。
模型
这个创作工具生成的是静态图像。漫画和视频请继续使用链接中的工具；研究策略并不是可选的生产模式。
图片记录
Google Vertex AI · gemini-3.1-flash-image · · 1280 × 859 px
原始生成提示词
Use case: photorealistic-natural / product-mockup. Create a natural window-lit editorial PHOTOGRAPH of exactly TWO anatomically normal adult hands holding one landscape matte comic proof sheet above a real warm oak desk. Image1 supplied is the original adult botanist and mint robot reference sheet; image2 is the COMPLETE original SIX-PANEL greenhouse comic. The held paper must have landscape 3:2 proportions so Image2 fits WITHOUT rearrangement. Put the exact complete Image2 sequence on the held sheet as THREE columns by TWO rows, with a clean ivory outer margin: upper row arrival, pot on bench, gloved seed close-up; lower row watering, seedling reaction, final greenhouse view. Preserve all six distinct scenes in that order; DO NOT repeat watering, remove seed, reformat into two columns, add text or combine panels. Keep the original adult's teal jacket, coral scarf, dark curly hair, sand trousers and original mint round robot. Hold the paper by its two lower blank outside corners only; all artwork corners remain visible and hands cover no panels. The source character-reference sheet from Image1 rests flat farther back on the desk, partly visible beside the held print. Only the printed artwork is ink/watercolor illustration; hands, table, thin paper grain and room are a convincing photograph. No visible faces, booklet, screen, logos, titles, numbers, writing, fake UI, metrics or product packaging. Natural skin/five fingers, coherent optical perspective, subtle paper flex, quiet soft daylight. The completed hand-held story takes 75 percent of frame. Fictional lifestyle presentation only, never a customer photograph or research result. Landscape 3:2.
查看完整作品规划具体结果
不同的外套，同一个原创角色
规划一次示意性编辑：在保留角色面部、姿势和围巾的同时，修改原创成年角色的夹克颜色。把它作为一个可控任务来做，便于清晰对比。
需要准备什么
- 经授权的原创图片。
- 简短的修改说明和需要保持稳定的特征列表。
图片记录
Google Vertex AI · gemini-3.1-flash-image · · 1280 × 859 px
原始生成提示词
Use case: illustration-story. Make ONE original finished comic page in a clean three-column by two-row grid, exactly SIX equally sized panels, narrow even ivory gutters and complete outer margins. The provided image is the character identity and wardrobe reference, not a page to copy. Preserve its adult botanist with warm brown skin, short dark curly hair, teal jacket, coral scarf, sand trousers, brown boots, and round mint helper robot with two dark eyes and exactly one short antenna. Quiet elegant ink-and-watercolor comic style, teal/coral/sage/ochre palette. Tell a very simple readable rooftop greenhouse planting story: panel1 wide view botanist and robot arrive at the greenhouse carrying a small terra-cotta pot; panel2 medium view the botanist places the pot on the wooden bench; panel3 close view gloved adult hands holding a seed above the pot; panel4 medium view botanist and robot water the pot with a small cream watering can; panel5 close view botanist and robot look at the tiny seedling; panel6 wide view both stand by the finished row of three potted seedlings in afternoon light. All people are adults; each scene has one botanist and one robot unless only hands are framed. The pot remains terra-cotta, the greenhouse stays structurally coherent, identity and outfit remain recognizable. No writing, numbers, logos, speech balloons, captions, lettering, illegible marks, third-party characters, UI, photorealistic environment or claims of tested consistency. Landscape 3:2.
查看完整作品先限制第一处变化
只改一个属性，这样才能看出要求是否被遵守。
保护身份与几何结构
将脸、手、轮廓和物体形状与原图对比。
检查整张图
如果背景或角色被意外改动，仅衣服颜色正确还不够。
有价值的编辑，既要看是否完成了要求的修改，也要看它保住了哪些关键细节。
实用的起点
从授权来源开始
选择一张你有权编辑的清晰图片，并保留原图方便对比。
描述一个可控变化
说清楚要改什么，以及哪些细节必须保持稳定，例如人物身份、物体形状或构图。
对比编辑内外的结果
检查请求区域及周边细节。在保留结果之前，先审查光线、边缘、人体结构和意外改动。
检查什么
图片记录
Google Vertex AI · gemini-3.1-flash-image · · 1280 × 859 px
原始生成提示词
Use case: photorealistic-natural / product-mockup. Create a natural window-lit editorial PHOTOGRAPH of exactly TWO anatomically normal adult hands holding one landscape matte comic proof sheet above a real warm oak desk. Image1 supplied is the original adult botanist and mint robot reference sheet; image2 is the COMPLETE original SIX-PANEL greenhouse comic. The held paper must have landscape 3:2 proportions so Image2 fits WITHOUT rearrangement. Put the exact complete Image2 sequence on the held sheet as THREE columns by TWO rows, with a clean ivory outer margin: upper row arrival, pot on bench, gloved seed close-up; lower row watering, seedling reaction, final greenhouse view. Preserve all six distinct scenes in that order; DO NOT repeat watering, remove seed, reformat into two columns, add text or combine panels. Keep the original adult's teal jacket, coral scarf, dark curly hair, sand trousers and original mint round robot. Hold the paper by its two lower blank outside corners only; all artwork corners remain visible and hands cover no panels. The source character-reference sheet from Image1 rests flat farther back on the desk, partly visible beside the held print. Only the printed artwork is ink/watercolor illustration; hands, table, thin paper grain and room are a convincing photograph. No visible faces, booklet, screen, logos, titles, numbers, writing, fake UI, metrics or product packaging. Natural skin/five fingers, coherent optical perspective, subtle paper flex, quiet soft daylight. The completed hand-held story takes 75 percent of frame. Fictional lifestyle presentation only, never a customer photograph or research result. Landscape 3:2.
查看完整作品研究方向
工作流背后的研究
衡量非预期变化
我们正在探索局部修正方法，并明确审核被编辑区域及其外部场景。
既要检查指令执行，也要检查保留情况
编辑可能会执行一条指令，却同时改掉另一处重要细节。审核时应把这两种结果都记录下来。
研究方向
视觉审核级联
哪些检查能尽早发现身份或故事错误，哪些则需要更仔细地看？
我们会如何评估: 跟踪漏检的严重错误和误拒的分镜，同时记录审核成本和延迟。
研究方向
定向角色修复
能否在保留已通过场景的前提下，只修正一个错误的角色细节？
我们会如何评估: 每次拟定修复后，都要检查编辑区域、周边像素和故事内容。
了解边界
- 精确保留和区域控制取决于所选编辑工具。
- 此规划示例并非经过测量的前后对比产品测试。
这些问题参考了初步研究，但并不能证明 CyaniModel 的结果。
常见问题
可以用日常语言编辑吗？
在支持的图片编辑工作流中清楚说明预期变化。开始前先查看可用参考和编辑选项。
怎样避免改到照片的其他部分？
说明需要保留的细节，先做一次可控的初稿编辑，再对比整个结果。仅靠文字指令并不能保证像素级完全保留。
可以编辑真实人物照片吗？
请使用你有权编辑和分享的素材。仔细检查身份、上下文和预期用途；此处示例使用的是原创虚构角色。
继续你的故事
把预期变化和需要保护的细节说清楚。
继续在 LlamaGen 中查看可用工具、模型选择、账户要求和积分后再生成。