Python library implementing GriTS and TEDS
Project description
Table Metrics
Table Metrics is a Python library implementing evaluation metrics for table extraction and table structure recognition tasks.
Currently supported metrics:
-
GriTS - Grid Table Similarity (arXiv:2203.12555)
-
GriTS_Top – topology / structure similarity
-
GriTS_Con – cell content similarity
-
GriTS_Loc – spatial (layout) similarity using bounding boxes
-
-
TEDS – Tree Edit Distance-based Similarity (arXiv:2208.00385)
Installation
pip install table-metrics
Quick Start
from docling.document_converter import DocumentConverter
from table_metrics import (
grits_top_score,
grits_con_score,
teds_score,
)
converter = DocumentConverter()
doc = converter.convert("your.pdf")
extracted_html_table = doc.document.tables[0].export_to_html()
true_html_table = (
"<table><tr><td>We</td><td>love</td><td>open</td><td>source</td></tr></table>"
)
print("GriTS_Top:", grits_top_score(true_html_table, extracted_html_table))
print("GriTS_Con:", grits_con_score(true_html_table, extracted_html_table))
print("TEDS:", teds_score(true_html_table, extracted_html_table))
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