Coder Social home page Coder Social logo

artee.ai's Introduction

This repo contains some models and code from artee.ai project - endless AI Generated Tees store.

T-Shirt designs and captions were generated using neural networks. Each time updating the page, a unique design is obtained. Any t-shirt can be ordered by clicking on it. Tees printed in UK using Teemill service and delivered worldwide.

Drag Racing

StyleGAN model

COLAB DEMO

A high-quality generative model is the heart of our product. So we started with research in this direction. t is obvious that the quality will depend on two things - algorithm and data.

As an algorithm we decided to use StyleGAN (original NVIDIA's repo link), since it generates high-resolution images (1024 x 1024) and it was proved that it works for different domains (tons of this[soemthing]doesnotexists sites).

As a dataset, we used subset of wikiart styles and The Museum of Modern Art dataset. We have removed low-quality images, crop non-square images and it gave us a final dataset of about 40.000 images.

You can check how our model works using colab or pytorch_stylegan_art.ipynb notebook.

Google Cloud

We use google cloud products as a backend for our store. We don't want to generate designs on the fly, because it is expensive to have GPU instance always up. Instead of this we pre-generate hundreds of thousands of designs with all required meta and store them on google cloud storage. Also, we have a google cloud firestore database with information about products. So we try not to show t-shirts which have already been ordered. f our database runs out we will just generate new designs.

We have two API endpoints (code in gcloud folder):

  • get_products - returns the list of 12 t-shirts with all required meta
  • get_product_url - generate URL for custom teemill product, so a user can order t-shirt

Both endpoints use google cloud functions, so we have fully serverless and scalable architecture.

Some URL's

artee.ai's People

Contributors

mikhailusov avatar vladimirgl avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar  avatar  avatar  avatar

artee.ai's Issues

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.