IVY Community Wardrobe: Fashion Tech Platform with Computer Vision
A cross-platform fashion tech platform connecting store owners, attendants, and customers. Built a custom Computer Vision Measurement API using OpenPose to extract body measurements from 2D photos, enabling virtual outfit fitting without physical try-ons. Includes R&D on SMPLX 3D body mesh generation.
- Flutter
- Django
- Python
- OpenPose
- Firebase
What wasn't working
- Customers could not try on clothes virtually without accurate body measurements.
- Manual measurement collection was friction-heavy and inconsistent across store locations.
- Multi-role platform needed to serve store owners, store attendants, and customers simultaneously with different access levels.
- Real-time inventory tracking across multiple vendor stores was unmanaged.
The system
Computer Vision Measurement API
A custom API using OpenPose extracts body measurements from standard 2D photos. Customers submit a photo and receive accurate measurements instantly, enabling virtual fitting without physical presence in the store.
Multi-Role Flutter App
A single Flutter application with role-based access for store owners (inventory and analytics), attendants (stock management and customer service), and customers (browsing, fitting, and ordering).
3D Body Mesh R&D
Research and development on SMPLX 3D body mesh generation to enable photorealistic virtual outfit overlay — laying the groundwork for a full virtual fitting room experience.
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