In this tutorial we will look at "Wanna Nails" case and we will show you how to train a model that will detect nails in a couple of hours.
"Wanna Nails" is an app that using Object Segmentation to detect nails and try on different polish colors. You can download the app from here. It works like this:
Our example app was made on 50 images. Here is an example of an app that you will get at the end of this tutorial:
Note: As we have mentioned above, our model have some limitations - it better detects nails of a person whose nails we were using as a dataset. It will work worse in a light conditions that wasn't presented in our dataset. Due to lack of images in dataset it can sometimes make wrong detections. But still, it's very good and fast way to make proof-of-concept and test app mechanics with Object Segmentation Neural Network that detects nails.