Image retrieval of hand-drawn sketches in Shu embroidery pattern based on CycleGAN and triplet network

Puntos clave

• The research aims to enhance the retrieval of hand-drawn sketches by utilizing CycleGAN and triplet networks.
• Developed a system utilizing CycleGAN for image generation and enhancement.
• Implemented a triplet network to optimize the retrieval process.
• Tested the system on a dataset of hand-drawn sketches and embroidery patterns.
• Achieved higher retrieval accuracy compared to traditional methods.
• Demonstrated effective matching of sketches to patterns with minimal errors.
• Notable improvements in processing time and user satisfaction.

Resumen