baubels / seven-dwarfs

Render Web app which recognises each of snow white's seven dwarfs from pictures using deep learning

Geek Repo:Geek Repo

Github PK Tool:Github PK Tool

I can never remember any of the names of the seven dwarfs in snow white, so I created a web-app which can.

What's interesting is the data itself has most of its images mislabeled, yet the prediction accuracy is much higher than 70%! I have yet produced an accurate validation set as I personally get stumped on a few of the dwarfs, so that is a TODO for me. Once that's done, I can numerically know how good my model is.

The reason for such mislabeled data is that not even google images knows which dwarf is which most of the time and my labelled images came from the front pages of those searches.

This was done with fast.ai, render, and cheeky fork of a fast-ai render deployment template.

(Unfortunately, my webapp service didn't like that I wasn't paying them, so the site it down. I hope to tie a few ends put it back up to eventually.)

About

Render Web app which recognises each of snow white's seven dwarfs from pictures using deep learning


Languages

Language:Python 39.1%Language:HTML 21.8%Language:JavaScript 18.6%Language:CSS 15.7%Language:Dockerfile 4.9%