The Innovation Design System for Traditional Embroidery Patterns Based on the Linear Classifier-Type Intelligent Algorithm Model

This research aims to explore the innovation design system for traditional embroidery patterns based on the linear classifier-type intelligent algorithm model in computers. By analyzing the characteristics of traditional embroidery patterns and the problems in the design process, we propose an innovative design system based on intelligent algorithms. The system uses linear classifier-type algorithms to analyze and recognize traditional pattern elements and generates creative embroidery patterns through the learning and optimization of algorithms. Experimental results show that this system can effectively generate various embroidery patterns and infuse new creativity and innovation while maintaining traditional styles. This research provides a new idea and method for innovative, conventional embroidery design patterns and has certain practical significance for promoting the development of traditional embroidery art.