How Graph Neural Networks are used for Information Extraction?

Fig 1. Basic common pipleine from receipt digitization

Motivation to use GNN/GCN ?

Pipeline Understanding

Fig 2. Graph creation using bounding boxes from OCR
Fig 3. Node classification using graph embedding space technique learned using a graph based neural net model

References:

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