How can we create an label, value detector?
Here is a paper doing exactly what you want with detailed explanation of architecture.

There is not much sense of me doing a TL;DR here because they have some special labeling of data etc... but the gist of it is LSTM if you do some pre-processing steps and get your data in right format.