Computer Vision Experiment

AI Virtual Try-On

A sophisticated image-to-image synthesis pipeline using Diffusion models and human parsing.

Timeline2024
LocationProprietary

The Challenge

Preserving garment texture and patterns while naturally draping them over diverse human body poses.

Pain Points

  • • Texture blurring in early models
  • • Pose misalignment
  • • Inconsistent fabric patterns

The Solution

A two-stage warping module followed by a refinement Diffusion pass ensuring texture consistency and pose preservation.

Impact

  • • High-fidelity texture preservation
  • • Support for complex human poses
  • • Scalable e-commerce integration

Technology Stack

frontend

ReactCanvas API

backend

FastAPIPyTorch

intelligence

Stable DiffusionControlNetHuman Parsing

infra

GPU Cloud