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Style Transfer Prompter

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ComfyUI-Style Transfer Prompter.zip

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Type

Workflows

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27

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Published

Jun 30, 2026

Base Model

Flux.2 Klein 9B

Hash

AutoV2
43C8045189
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Krug_Lov

The FLUX.1 [dev] Model is licensed by Black Forest Labs. Inc. under the FLUX.1 [dev] Non-Commercial License. Copyright Black Forest Labs. Inc.

IN NO EVENT SHALL BLACK FOREST LABS, INC. BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH USE OF THIS MODEL.

🎨 Style Transfer Prompter

Generate style-only prompts from a reference image for FLUX, Krea, and other Image-to-Image models.

Unlike traditional image captioning, Style Transfer Prompter intentionally ignores the image content. Instead, it instructs a local VLM (Qwen3-VL) to describe only the visual style—brushwork, line quality, edge treatment, rendering technique, textures, and color palette.

As a result, the target image keeps its original subject while adopting the artistic style of the reference image.

✨ Features

✅ Style-only prompt generation

No characters, objects, poses, or scene descriptions—only stylistic attributes.

✅ Four analysis modes

🎨 Artistic / Illustration

🧊 3D / Render / CGI

📷 Photorealistic / Cinematic

✏️ Anime / Manga

✅ Identity preservation

keep_identity helps preserve the identity of the target subject.

✅ Painterly edge detection

painterly_edges describes unfinished brush strokes, watercolor bleeding, rough edges, and loose paint transitions.

✅ Color control

keep_original_colors

preserve the original colors of the target image

or adopt the palette of the reference image

✅ Custom prompt extension

extra_prompt appends your own instructions to the generated prompt.

📦 Dependencies

This node requires:

ComfyUI-QwenVL — local VLM for style analysis

(https://github.com/1038lab/ComfyUI-QwenVL)

ZImageResolutionScaler — automatic resolution matching

(https://civitai.red/models/2344436/z-image-resolution-picker)

FLUX 2 Klein 9B Distilled — Image Editing model

⚙️ Installation

Download the archive.

Extract it.

Copy ComfyUI-StyleTransferPrompter into:

ComfyUI/custom_nodes/

Restart ComfyUI.

Make sure ComfyUI-QwenVL is installed.

Download a compatible Qwen3-VL model.

🖼 Included Workflow

The included style_transfer_workflow.json is based on the standard FLUX 2 Klein Image Editing workflow.

Pipeline

Style Reference Image

AILab_QwenVL_Advanced

Style Transfer Prompter

Generated Style Prompt

FLUX

Target Image

ZImageResolutionScaler

🧩 Workflow Nodes

Node Purpose

Style Reference Image Reference image for style analysis

Target Image + Mask Image to be stylized

AILab_QwenVL_Advanced Generates a style description using a local VLM

Style Transfer Prompter Converts the description into a FLUX-compatible style prompt

ZImageResolutionScaler Automatically matches processing resolution

FLUX 2 Klein 9B Performs Image-to-Image stylization

⚙️ Node Parameters

🎨 style_mode

Selects the category used for style analysis.

👤 keep_identity

Helps preserve the identity of the target subject.

🖌 painterly_edges

Emphasizes unfinished edges, brush strokes, watercolor bleeding, and loose paint transitions.

🌈 keep_original_colors

Keeps the original colors of the target image instead of adopting the reference palette.

✍️ extra_prompt

Appends additional custom instructions to the generated prompt.

🎭 Mask Usage

Use Target Image and Mask (standard Load Image node) and create a mask via Open in MaskEditor.

When connected to VAE Encode, only the masked region is stylized, while the rest of the image remains unchanged.