Automatic Segmentation of Receipts

I want to build a model to extract (item, price) pairs from pictures of receipts. There are two structure prediction problems that need to be solved. The first would be segmenting the part of the receipt that contains the item list from the part that has irrelevant information. The second problem would consider the relevant segment, and find the (item, price) mappings.