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CoutureAI – AI-Powered Fashion Visualization Tool

🧵 Overview

CoutureAI is a generative AI tool that allows users to visualize how custom-designed clothing would look on a person before actual production or purchase.
By accepting natural language inputs describing color, fabric, garment type, and other parameters, the system uses a pre-trained Stable Diffusion model to generate realistic images of individuals wearing the specified outfit.

This tool is ideal for:

  • Fashion designers needing rapid prototyping.
  • Everyday users curious about personalized outfit visualization.

✨ Key Features

  • 🧠 Generative Design
    Generates high-resolution images of people wearing clothes based on input attributes like type, color, sleeve style, fabric, and gender.

  • 📝 Text-to-Image Conversion
    Uses Hugging Face's implementation of the Stable Diffusion v2.1 model to convert descriptive prompts into realistic visuals.

  • 🖥️ Interactive Interface
    Built with Gradio for real-time interaction through a user-friendly web UI.

  • 📸 Multi-Angle Visualization
    Supports different view angles (e.g., front, side, back) and scene backgrounds (e.g., plain white, runway, studio).

  • 🧾 Style Summary & Suggestions
    Automatically generates textual fashion descriptions and smart suggestions based on selected inputs.


🛠️ Tech Stack

  • Python – Core logic and backend scripting
  • Hugging Face Diffusers – Stable Diffusion v2.1 for image generation
  • PyTorch – Model execution and inference
  • Gradio – Interactive UI/UX
  • CUDA – GPU acceleration for faster rendering
  • PIL – Image post-processing and manipulation

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