Fittd

A personal wardrobe iOS app that helps you organize your clothes and build outfits visually.

Features

• Upload clothing photos with automatic background removal
• Browse your wardrobe by category, color, mood, season, and occasion
• Build outfits by layering pieces onto a mannequin in real time
• Email/password authentication with JWT

Tech Stack

Layer	Technology
iOS	SwiftUI, MVVM
Auth	JWT (custom backend)
Backend	Python, Flask
Image Processing	rembg, Pillow

Project Structure

Fittd/
├── ios/                  # SwiftUI iOS app
│   ├── Fittd/
│   │   ├── Authentification/   # Auth views & manager
│   │   ├── Closet/             # Wardrobe grid, item detail, upload
│   │   ├── Home/               # Outfit builder
│   │   ├── Category/           # Data model & constants
│   │   └── Others/             # Shared model, filters
│   └── Fittd.xcodeproj
└── backend/              # Flask API
    ├── app.py
    ├── config.py
    ├── db.py
    └── routes/
        ├── auth.py       # /register, /login, /update-password
        └── images.py     # /remove-background

Getting Started

Backend

cd backend
python3 -m venv venv
source venv/bin/activate
pip install -r requirements.txt
python app.py

Server runs at http://127.0.0.1:5000.

iOS

Open ios/Fittd.xcodeproj in Xcode and run on a simulator or device.

The app expects the Flask server running locally for background removal and auth.

API Endpoints

Method	Endpoint	Auth	Description
POST	/register	No	Create account
POST	/login	No	Sign in, returns JWT
POST	/update-password	JWT	Update password
POST	/remove-background	JWT	Remove image background