An intelligent correction method and system for partial hallucination of educational illustrations
CN122510130BActive Publication Date: 2026-10-16CHANGSHA INSTITUTE OF TECHNOLOGY
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Patent Information
- Application Number
- CN202611010235.8
- Authority / Receiving Office
- CN · China
- Patent Type
- Patents(China)
- Current Assignee / Owner
- Filing Date
- 2026-07-08
- Publication Date
- 2026-10-16
- Estimated Expiration
- 2046-07-08
AI Technical Summary
Technical Problem
[0003]针对现有技术存在的教育插图生成中因缺乏学科知识约束而导致幻觉修正不准确、效率低的问题,本申请通过一种面向教育插图的局部幻觉智能修正方法及系统,引入学科知识图谱与大语言模型生成动态知识约束集,并结合多维度检测与迭代修正机制,实现了对教育插图局部幻觉的精准定位与智能修正
Benefits of technology
本申请提供的一种面向教育插图的局部幻觉智能修正方法及系统,通过引入学科知识图谱与大语言模型,生成了包含实体存在性、关系、属性及排斥性约束的动态知识约束集,为幻觉检测提供了严谨的学科知识基准;通过多维度幻觉检测与定位,结合知识违反检测、视觉一致性检测与常识合理性检测,实现了对知识性错误、视觉物理错误及语义错误的全覆盖定位;通过生成包含核心内容、视觉上下文及结构保持指令的区域修正引导指令,确保了修正内容的正确性与视觉一致性;进一步地,通过硬性约束与软性评估相结合的迭代收敛判断机制,保证了最终输出图像满足教育场景的严谨性要求。本申请有效解决了现有技术中教育插图生成存在的幻觉修正不准确、缺乏学科知识支撑的问题,显著提升了教育插图生成的质量与智能化水平。
✦ Generated by Eureka AI based on patent content.
Abstract
The application relates to the field of artificial intelligence and image processing technology, and provides a local hallucination intelligent correction method and system for educational illustrations, which comprises the following steps: obtaining an original illustration to be corrected and description text; generating a dynamic knowledge constraint set through a subject knowledge graph and a large language model; performing multi-dimensional hallucination detection and positioning based on the dynamic knowledge constraint set to obtain a local hallucination area and an error type; generating a region correction guide instruction based on the error type and the dynamic knowledge constraint set, correcting the local hallucination area to obtain an initial correction image; judging whether the initial correction image meets a preset convergence condition, and if not, marking the initial correction image as a new original illustration for iterative correction until the condition is met and an ultimate correction image is output. The application realizes accurate positioning and intelligent correction of local hallucination of educational illustrations, and effectively guarantees the accuracy and rigor of the correction content.
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