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LayoutGCN

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AntTech
AntTech
Aug 25, 2023 · Artificial Intelligence

LayoutGCN: A Lightweight Graph Convolutional Network for Visually Rich Document Understanding

LayoutGCN is a lightweight, graph‑based framework that jointly encodes text, layout, and image features of visually rich documents, achieving competitive performance on multiple downstream tasks while drastically reducing model size and computational cost, making it suitable for edge deployment.

Document UnderstandingLayoutGCNMultimodal
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LayoutGCN: A Lightweight Graph Convolutional Network for Visually Rich Document Understanding