A station group article intelligent image processing system and method based on a ComfyUI workflow engine

The intelligent image processing system for website group articles using the ComfyUI workflow engine solves the problems of consistency and efficiency in image processing during website group content production. It achieves unified arrangement of image quality optimization, style consistency control, and semantic matching, thereby improving the stability and controllability of the system.

CN122574155BActive Publication Date: 2026-09-11NANJING SUDI TECH CO LTD
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Patent Information

Application Number
CN202611072473.1
Authority / Receiving Office
CN · China
Patent Type
Patents(China)
Current Assignee / Owner
Filing Date
2026-07-20
Publication Date
2026-09-11
Estimated Expiration
2046-07-20

AI Technical Summary

Technical Problem

In existing website cluster content production scenarios, image processing methods face multi-dimensional technical bottlenecks in terms of scalability and consistency control, making it difficult to balance processing quality and system efficiency. Furthermore, multimodal semantic information is not fully utilized, resulting in semantic deviations between image processing results and article content, and insufficient system-level collaborative capabilities.

Method used

The intelligent image processing system for website group articles, based on the ComfyUI workflow engine, achieves unified arrangement of image quality optimization, style consistency control and semantic matching through site style profile construction, multimodal understanding model and workflow instance construction. It dynamically adjusts the image enhancement intensity and editing range, and optimizes batch processing by using RESTful API and containerized deployment.

Benefits of technology

It significantly improves the visual consistency and content matching of image processing results for website clusters, reduces resource waste and style deviation risks, enhances system throughput and result reproducibility, and provides reliable support for large-scale content production.

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Abstract

The application belongs to the technical field of image processing, and discloses a station group article intelligent image processing system and method based on a ComfyUI workflow engine; original images and context information submitted by a station group article editor are received, and a standard image data packet is constructed based on the original images and the context information; a station style portrait containing a color tone preference, a composition white space, a resolution set and a disabled element rule is constructed based on historical image data of each station, and image processing nodes are automatically screened and combined based on the station style portrait, so that a dynamic workflow instance is generated; a semantic guide image is generated in combination with a multi-modal understanding model, regional perception constraints are injected into each processing node, and image enhancement and editing with semantic consistency are realized; efficient inference is completed through batch processing optimization and containerized scheduling mechanism of display memory perception; finally, a uniform resource identifier is generated, and a CDN access link with permission control is output; and the application improves the efficiency and consistency of station group content production.
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