Analysis complete

Graph Neural Networks for Document Understanding

Document layout analysis remains a foundational task in computer vision and natural-language processing.

2. Methodology

We model each page as a graph where nodes represent visual regions detected by a backbone CNN.

{
  "document_id": "doc_20260507_a8f2",
  "pages": 1,
  "confidence": 0.968,
  "regions": []
}

# Graph Neural Networks for Document Understanding

Document layout analysis remains a foundational task.

Detected Tables