工作流 /
图像 /
Bernini-R：图像编辑
Bernini-R：图像编辑
Bernini-R: Image Edit
生成一张匹配光照的编辑后图像，并查看并排的前后对比。适用于人像和产品重新布光、照片集的一致光照以及电商目录摄影。
图像
11 个节点 2 个输入 70 次使用 ComfyUI ≥ 0.25.0 ComfyUI 96 KB
需要的权重
这个工作流引用了 5 个权重文件，其中 5 个能在本站模型库里找到。
Wan2_1_VAE_bf16.safetensors
在模型库查看
lightx2v_T2V_14B_cfg_step_distill_v2_lora_rank64_bf16.safetensors
在模型库查看
umt5_xxl_fp8_e4m3fn_scaled.safetensors
在模型库查看
wan2.2_bernini_r_high_noise_fp8_scaled.safetensors
在模型库查看
wan2.2_bernini_r_low_noise_fp8_scaled.safetensors
在模型库查看
节点构成
MarkdownNote
× 3
LoadImage
× 2
64670aa5-a932-4e9f-a299-3bfef6ebc043
× 1
BatchImagesNode
× 1
SaveImage
× 1
ResizeImageMaskNode
× 1
GetImageSize
× 1
ImageCompare
× 1
官方标注的模型
Bernini-R
工作流 JSON
和上面「下载工作流 JSON」是同一份文件。
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205 "## Bernini-R · Image Editing Workflow\n\n**Official repos**\n- Inference & task docs: [bytedance/Bernini](https://github.com/bytedance/Bernini)\n- Bernini-R weights (ComfyUI): [Comfy-Org/Bernini-R](https://huggingface.co/Comfy-Org/Bernini-R)\n- Paper: [Bernini: Latent Semantic Planning for Video Diffusion](https://arxiv.org/abs/2605.22344)\n\n---\n\n### What is this workflow?\n\nBuilt for **Bernini-R image generation & editing** in ComfyUI: pick **task type** → connect inputs → write prompt → run.\n\nBernini-R is ByteDance's **renderer-only** Wan 2.2 model (in-context conditioning). It does **not** include the full Bernini MLLM planner. For longer, official-quality prompts, see `--use_pe` in the [Bernini repo](https://github.com/bytedance/Bernini).\n\nDefault **`length = 1`** inside the graph — suited to **single-frame image** output (saved via **Save Video** as a 1-frame clip). Raise `length` only if you intentionally want a short motion clip.\n\n**Prompt format:** `{system prompt from task type}` + `{your English description}` via **Prompt Construction**.\n\n---\n\n### Task types (this workflow)\n\n| Task type | What to connect | Use for |\n|-----------|-----------------|---------|\n| **Default** | Nothing | Generic generation; default system prompt |\n| **Text to Image** | Nothing | Generate an image from text only (`t2i`) |\n| **Text to Video** | Nothing | Generate motion from text only (`t2v`; increase `length` if needed) |\n| **Image Editing** | **`source_image`** | Edit an existing image — background swap, remove/add objects, style tweaks (`i2i`) |\n| **Subject to Image** | **`reference_image(s)`** | Compose a new image from reference subjects / items / scenes (`r2i`) |\n\nVideo-editing task types (`v2v`, `rv2v`, `r2v`, `ads2v`, …) are **not** included in this workflow.\n\n---\n\n### Inputs\n\n**`source_image` (slot 1 — Image Editing)**\n- The image to edit. **Load Image** (or image frames) → subgraph **`source_image`**.\n- Resized to **`width × height`** (inside graph). Match your image aspect; both dimensions should be **multiples of 16**.\n- Leave disconnected for **Text to Image / Text to Video / Default**.\n\n**`reference_image(s)` (optional — group: Reference Image input)**\n- Used for **Subject to Image**. Each image is a separate in-context stream; long edge capped by **`ref_max_size`** (default **848**), aspect ratio preserved.\n- **Wire:** **Load Image** → **Batch Images** (`image0`, `image1`, …) → subgraph **`reference_image`**.\n- In prompt, refer to **`image0`, `image1`, …** (order = batch slot order).\n\n**`reference_video`**\n- Still available on the subgraph but **not used** by the task types above. Leave disconnected unless you extend the graph yourself.\n\n---\n\n### Turbo mode (`enable_turbo_mode`)\n\n**Turbo = fast preview**, not the official Bernini sampling recipe.\n\n| | **Turbo ON** (default) | **Turbo OFF** |\n|--|------------------------|---------------|\n| **LightX2V distill LoRA** | ON (high **3.0**, low **1.5**) | OFF |\n| **Steps** | **6** (split **3** / **3**) | **40** (split **20** / **20**) |\n| **CFG** | **1** | **5** |\n\nUse Turbo to iterate on prompts; turn **OFF** for final quality.\n\nOfficial defaults: [gradio_demo.py](https://github.com/bytedance/Bernini/blob/main/gradio_demo.py)\n\n---\n\n### Prompt examples\n\n**Image Editing (`source_image`, no reference)**\n- Background: *Replace the plain white studio background with a warm beach at sunset … Keep the model's identity, clothing, pose, and framing unchanged.*\n- Remove object: *Delete the bicycle in front of the window. Fill the area with matching wall and ground. Keep everything else unchanged.*\n- Add element: *Add a small potted plant on the table at center-left. Keep the table, lighting, and all other objects unchanged.*\n\n**Subject to Image (`reference_image` only)**\n- *The marble statue from image0, wearing the black T-shirt from image1, sits on the bench in the beach sunset setting from image2, facing the camera in a medium shot.*\n\nMore cases: [assets/testcases/](https://github.com/bytedance/Bernini/tree/main/assets/testcases/)\n\n---\n\n### Tips\n\n- **Image Editing:** say both **what changes** and **what must stay** (identity, pose, lighting, composition).\n- **Subject to Image:** name each reference (`image0`, `image1`, …) and its role.\n- Task type sets the **system prompt prefix** only; wiring (`source_image` vs `reference_image`) determines what BerniniConditioning receives.\n"
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229 "Guide: [Subgraph](https://docs.comfy.org/interface/features/subgraph)\n\n## Model Links\n\n- [Hugging Face:Comfy-Org/Wan_2.1_ComfyUI_repackaged](https://huggingface.co/Comfy-Org/Wan_2.1_ComfyUI_repackaged)\n- [ModelScope:Comfy-Org/Wan_2.1_ComfyUI_repackaged](https://modelscope.cn/models/Comfy-Org/Wan_2.1_ComfyUI_repackaged)\n- [Hugging Face:Comfy-Org/Bernini-R](https://huggingface.co/Comfy-Org/Bernini-R)\n- [ModelScope:Comfy-Org/Bernini-R](https://modelscope.cn/models/Comfy-Org/Bernini-R)\n\n**text_encoders**\n\n- [umt5_xxl_fp8_e4m3fn_scaled.safetensors](https://huggingface.co/Comfy-Org/Wan_2.1_ComfyUI_repackaged/resolve/main/split_files/text_encoders/umt5_xxl_fp8_e4m3fn_scaled.safetensors?download=true) (6.27 GB)\n\n**vae**\n\n- [Wan2_1_VAE_bf16.safetensors](https://huggingface.co/Kijai/WanVideo_comfy/resolve/main/Wan2_1_VAE_bf16.safetensors?download=true) (242 MB)\n\n**loras**\n\n- [lightx2v_T2V_14B_cfg_step_distill_v2_lora_rank64_bf16.safetensors](https://huggingface.co/Kijai/WanVideo_comfy/resolve/main/Lightx2v/lightx2v_T2V_14B_cfg_step_distill_v2_lora_rank64_bf16.safetensors?download=true) (601.5 MB)\n\n**diffusion_models**\n\n- [wan2.2_bernini_r_high_noise_fp8_scaled.safetensors](https://huggingface.co/Comfy-Org/Bernini-R/resolve/main/diffusion_models/wan2.2_bernini_r_high_noise_fp8_scaled.safetensors) (14.51 GB)\n- [wan2.2_bernini_r_low_noise_fp8_scaled.safetensors](https://huggingface.co/Comfy-Org/Bernini-R/resolve/main/diffusion_models/wan2.2_bernini_r_low_noise_fp8_scaled.safetensors) (14.51 GB)\n\n\n## Model Storage Location\n\n```\n📂 ComfyUI/\n├── 📂 models/\n│ ├── 📂 text_encoders/\n│ │ └── umt5_xxl_fp8_e4m3fn_scaled.safetensors\n│ ├── 📂 vae/\n│ │ └── Wan2_1_VAE_bf16.safetensors\n│ ├── 📂 loras/\n│ │ └── lightx2v_T2V_14B_cfg_step_distill_v2_lora_rank64_bf16.safetensors\n│ └── 📂 diffusion_models/\n│ ├── wan2.2_bernini_r_high_noise_fp8_scaled.safetensors\n│ └── wan2.2_bernini_r_low_noise_fp8_scaled.safetensors\n```\n\n## Report Issue\n\nNote: Please update ComfyUI first ([guide](https://docs.comfy.org/installation/update_comfyui)) and prepare required models. Desktop/Cloud updates follow stable releases, so some nightly-supported models may not be available yet.\n\n- Cannot run / runtime errors: [ComfyUI/issues](https://github.com/comfyanonymous/ComfyUI/issues)\n- UI / frontend issues: [ComfyUI_frontend/issues](https://github.com/Comfy-Org/ComfyUI_frontend/issues)\n- Workflow issues: [workflow_templates/issues](https://github.com/Comfy-Org/workflow_templates/issues)\n"
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296 "### Reference Image input (multi-image)\n\nUse for **Subject to Image** when you need **one or more reference images** (subject, outfit, scene, props).\n\n1. **Load Image** — one node per reference.\n2. **Batch Images** — connect loads to `image0`, `image1`, …\n3. **Subgraph** — **Batch Images → IMAGE** → **`reference_image`**.\n\nIn the prompt, use **`image0`, `image1`, …** to say which reference is which.\n\nNot needed for **Image Editing** — that task uses **`source_image`** instead.\n"
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