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Creator · Worth learning

北洛

北洛 focuses on AI image making and is active on LiblibAI. “One-Click Prompt-Free Indoor E-Commerce Product Image Workflow with Lossless Detail Preservation and HD Upscaling” is the current representative case, built with ComfyUI 工作流 with a 42% stability reference.

北洛
Creator profile
北洛
Cases
2
LiblibAI
Average
42
Stability
Source interactions
—
Total
Evidence
2
L1 / L2 Cases
Latest work
07/28/2026
Newest sourcePublishedAt across published cases

Representative cases

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One-Click Prompt-Free Indoor E-Commerce Product Image Workflow with Lossless Detail Preservation and HD Upscaling
AI ImageLiblibAIAdded 07/28/2026

One-Click Prompt-Free Indoor E-Commerce Product Image Workflow with Lossless Detail Preservation and HD Upscaling

Upload a reference image and a transparent-background product image at the same time to generate an image in one click, with no prompt required. The product position and size in the reference image should not differ too much from the transparent product image. The aspect ratio of the transparent-background product image will be the final generated image ratio; there are no size requirements for the reference image. All product label details are fully preserved. Dedicated LoRA ****s://****liblib.art/modelinfo/cce9d298ce144cc7b916e1a703f07dfa?from=personal_page&versionUuid=7cef291b17e04747b92d31df5863c452 Feel free to add me if you have questions~ Workflow page; for commercial use, you must also check the base model, LoRA, nodes, and input materials. License: not clearly stated on the original page; manual review pending

Skill · Product studio visual

Prompt

Upload a reference image and a transparent-background product image at the same time to generate an image in one click, with no prompt required. The product position and size in the reference image should not differ too much from the transp

Source heat · LiblibAI
—
Stability
48
View case →
One Image for Everything: FLUX Workflow for Real E-commerce Product Photography
AI ImageLiblibAIAdded 07/28/2026

One Image for Everything: FLUX Workflow for Real E-commerce Product Photography

Write the keywords carefully!!! The content must feature the item in the uploaded image as the main subject. The workflow was quite impressive when I built and tested it myself. The product image workflow automatically generates a suitable angle based on the specific need and blends perfectly into the environmental lighting and shadows. Product images can be uploaded with a transparent background, a white background, or any scene image that is not too complex!! A LoRA dedicated to retouching and rendering has been included. Address: ****s://****liblib.art/modelinfo/e5604e02cca44f0cb8ceeca0359447d3?from=personal_page&versionUuid=b54eed5cdd71420bb70beb3337b4d59c Mask expansion may require several tests to find the value range suitable for your own product. The default value is one I found to have relatively high compatibility after testing different products. You can generate multiple images at once and draw for the best result~ Everyone is welcome to share results, and you can also follow my profile for more e-commerce workflows. Note: this workflow does not mind the angle, lighting, or shadows of the uploaded product. Some small details in the output may have errors; in general, it can achieve 80~95% fidelity. If you need to preserve details perfectly, there are several workflow options available on my profile~ Workflow page; for commercial use, you must also verify the base model, LoRA, nodes, and input materials. License: the original page does not specify this; pending manual review.

Skill · Product studio visual

Prompt

Write the keywords carefully!!! The content must feature the item in the uploaded image as the main subject. The workflow was quite impressive when I built and tested it myself. The product image workflow automatically generates a suitable

Source heat · LiblibAI
—
Stability
35
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