Enhanced Fashion Design with Stable Diffusion

Introduction

This project utilizes Stable Diffusion to innovate fashion design and presentation. Key features include:

• Pattern Generation: AI creates unique apparel patterns.

• Trendy Redesigns: Updates existing garments to align with current trends.

• Style and Fabric Recoloring: Alters garment styles and colors via AI.

• Background Replacement: Modifies still image backgrounds to enhance product focus.

• Model Outfit Changes: Changes models’ outfits in images to showcase various options efficiently.

• Model Aging: Artificially ages models to represent a broader age range, addressing the scarcity of models over 45.

Achievement

• Scalability: Successfully implemented in 9 different scenarios, demonstrating the versatility and adaptability of the technology across various fashion contexts.

• Resource Efficiency: Substantially reduced the need for extensive photography and graphic design resources, streamlining the content creation process.

• Increased Exposure: Enhanced product visibility through dynamic and appealing visual presentations, attracting more customer engagement.

• Cost Savings: Achieved significant cost reductions, saving hundreds of thousands yuan in production and operational expenses.

Technology used

Stable Diffusion: Employs this state-of-the-art generative AI model to create and modify images, enabling rapid pattern generation, outfit changes, recoloring styles and fabrics, and background alterations , as well as artificially aging models to diversify the representation in fashion imagery.

LoRA Training: Employs Latent Optimizer for LoRA to fine-tune the AI model, enhancing its ability to generate specific patterns and styles effectively.

Prompt Structuring: Utilizes positive and negative prompt engineering to guide the AI towards producing more desirable and accurate outcomes, structures prompts systematically to ensure consistency and relevancy in the AI-generated outputs, improving the quality of image modifications.

Automated Design Tools: Integrates AI tools to automate the redesign process of trendy garments, enhancing creativity while adhering to current fashion trends.