International Journal of Interdisciplinary Research
Table 1 Stages in the development of AI-based garment design tool
Stage | Content | Method |
|---|---|---|
Requirement analysis and system design | – Compare the garment development process between existing AI-based design tools and human designers based on the literature review – Identify problems Suggest an AI-based garment development system | Case study |
System development and Implementation | Development of AI-aided design process – Data Collection for Training (Yoox, Net-A-Porte, Vogue, Tagwalk) – Algorithm design – Training of an image generation model based on StyleGAN2 – Front-end Development | Fashion image generation model development based on StyleGAN2 – iteration: 200,000 (= 4 epochs) parameters: 28.27 M |
Pilot test | – Survey on image and system quality satisfaction | Survey |