對話式圖片編輯
講清楚你真正需要嘅相片編輯
用日常語言規劃相片編輯。先定義想改啲乜、指出要保留啲乜,再將編輯結果同原圖比較。
模型
呢個創作器會生成靜態圖片。漫畫同影片請繼續用連結工具;研究策略唔係可選生產模式。

圖片記錄
Google Vertex AI · gemini-3.1-flash-image · · 1280 × 859 px
原始生成提示詞
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.
查看完整作品規劃具體結果
換咗外套,但仍然係同一個原創角色
規劃一個示範式編輯,將原始成年角色嘅外套顏色改動,同時保留面容、姿勢同頸巾。用作一個有清晰對比嘅受控任務。
要準備啲乜
- 已獲授權嘅原創圖片。
- 簡短修改簡述同一份應保持穩定嘅特徵清單。

圖片記錄
Google Vertex AI · gemini-3.1-flash-image · · 1280 × 859 px
原始生成提示詞
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.
查看完整作品限制第一個改動
改變一個屬性,咁你就可以睇到請求有冇被跟隨。
保護身份同幾何結構
將面部、手、輪廓同物件形狀同原圖比較。
檢視整張圖片
如果背景或者角色不經意咁變咗,就算外套顏色啱都唔夠。
一個有用嘅修改,評估時要同時睇所要求嘅變更同佢保留到嘅重要細節。
一個實際可行嘅起點
由已授權來源開始
揀一張你有權修改嘅清晰圖片,並保留原圖作比較。
描述一項可控改動
講明改動同埋應該保持穩定嘅細節,例如人物身份、物件形狀或者構圖。
比較編輯內外
檢查所要求嘅區域同周邊細節。喺保留結果之前,先審視光線、邊緣、解剖結構同有冇不必要改動。
要檢查啲乜

圖片記錄
Google Vertex AI · gemini-3.1-flash-image · · 1280 × 859 px
原始生成提示詞
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
工作流程背後嘅研究
量度非預期改動
我哋正探索局部修正方法,並明確審視已編輯區域同其外部場景。
唔止檢查有冇跟指示,仲要檢查有冇保留原內容
編輯可以跟隨一項指示,同時改變另一個重要細節。審核時應記錄兩種結果。
研究方向
視覺審核級聯
邊啲檢查可以及早發現身份或故事錯誤,邊啲就需要再仔細睇?
我哋會點樣評估: 追蹤漏判嚴重錯誤同誤拒分鏡,連同審核成本同延遲。
研究方向
定向角色修復
可唔可以只修正一個錯誤角色細節,同時保留已通過嘅場景?
我哋會點樣評估: 每次提議修補後,都要檢查編輯區、周邊像素同故事內容。
了解界線
- 精準保留同區域控制,視乎你所選嘅編輯工具而定。
- 呢個規劃案例唔係量度過嘅前後產品測試。
初步研究只會為呢啲問題提供參考;並唔代表 CyaniModel 嘅結果。
常見問題
可以用日常語言進行編輯嗎?
喺受支援嘅圖片編輯工作流程中,要清楚講明想改乜。開始前先檢查可用嘅參考同編輯選項。
點樣避免改到相片其他部分?
講明要保留嘅細節,先做一次受控初編輯,再比較整個結果。單靠文字指示,唔保證可以逐像素完全保留。
可以修改真實人物相片嗎?
只使用你有權編輯同分享嘅素材。請仔細審視身份、上下文同預期用途;呢度嘅示例使用原創虛構角色。
繼續你嘅故事
清楚講明想改嘅內容同要保留嘅細節。
繼續喺 LlamaGen 入面查看可用工具、模型選項、帳戶要求同積分,再進行生成。