Virtual Fit
2019
Virtual Fit is a personalized clothing store prototype with separate experiences for customers, retailers, and tailors. It won first place at Smart India Hackathon 2019.
Customers upload a photo instead of manually entering their measurements. A ResNet-18 model predicts their body measurements with 91.37% accuracy, which can then be used to find ready-made clothing or configure made-to-measure shirts and pants.
The customization interface lets customers choose accessories, collars, cufflinks, and sleeve lengths, then preview their selections on a WebGL-rendered 3D mannequin. Separate customer, retailer, and tailor workflows carry custom orders and measurements from configuration through production.
Technologies
Python, PyTorch, ResNet-18, Node.js, MongoDB, and Babylon.js.