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PubTables

Benchmarks

Task NameDataset NameSOTA ResultTrend
Table Structure RecognitionPubTables-1M
GriTS Top Score99.51
20
Page-level Table ExtractionPubTables Single Pages v2
GriTS (Top)96.65
14
Table ExtractionPubTables Single Pages v2 (test)
Throughput (Pages/hr)52,031
9
Multi-page Table ExtractionPubTables Full Documents multi-page tables v2 (test)
GriTS Top93.65
7
Caption Text Content AccuracyPubTables Single Pages v2 (test)
F1 Score97.89
7
Active Learning for Cascaded Table ExtractionPubTables-1M
AUC71.99
6
Table Structure RecognitionPubTables cropped tables collection v2
GriTS Top98.03
6
Page-level Table ExtractionPubTables page-level table extraction v2
GriTS (Top)96.04
5
Object DetectionPubTables (raw data)
mAP98.9
3
Cross-page table continuation classificationPubTables v2
Recall99.5
2
Table Structure Recognition and Functional AnalysisPubTables-1M (test)
AP91.2
2
Table DetectionPubTables-1M (test)
AP96.6
2
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