AI / ML system
Sketch to Dress using GAN
Product Builder · Generative AI
Turn a rough fashion sketch into a photorealistic outfit image — CycleGAN + Pix2Pix pipeline for rapid design prototyping.
GitHub ↗APK soon
Generative AI: Sketch → photoreal dress
Train
Inference
Output
Model pipeline
Research → result
Lab-style panels for training, inference, and outputs.
System design
Overview
Generates realistic outfit images from a simple hand sketch — great for rapid design iteration.
What I built
- Sketch-to-photo translation with CycleGAN + Pix2Pix
- Train → infer → compare evaluation loop
- Rapid fashion design visualization
- Repeatable generative pipeline for iteration
- Clear before/after outputs for design reviews
What's unique
- CycleGAN + Pix2Pix workflow for stronger translation
- Helps designers visualize faster (no manual rendering)
- Built as a repeatable pipeline (train → infer → compare)
Why it matters
- Cuts prototyping time dramatically
- Improves clarity for client/design reviews
- Makes experimentation cheaper and faster
Craft
How the intelligence was built
PythonPyTorchCycleGANPix2PixOpenCV
Open the research
Explore Sketch to Dress using GAN
GitHub ↗APK soon
GitHub ↗APK soon