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اسم النموذج
F1
Paper Title
Repository
LayoutLMv2LARGE
84.2
LayoutLMv2: Multi-modal Pre-training for Visually-Rich Document Understanding
StrucTexTv2 (large)
91.82
StrucTexTv2: Masked Visual-Textual Prediction for Document Image Pre-training
Doc2Graph
82.25
Doc2Graph: a Task Agnostic Document Understanding Framework based on Graph Neural Networks
XDoc1M
89.4
XDoc: Unified Pre-training for Cross-Format Document Understanding
LILT
88.41
LiLT: A Simple yet Effective Language-Independent Layout Transformer for Structured Document Understanding
LayoutLMv3 Large
92.08
LayoutLMv3: Pre-training for Document AI with Unified Text and Image Masking
RORE (GeoLayoutLM)
91.84
Modeling Layout Reading Order as Ordering Relations for Visually-rich Document Understanding
TPP (LayoutMask)
85.16
Reading Order Matters: Information Extraction from Visually-rich Documents by Token Path Prediction
-
DocTr
84
DocTr: Document Transformer for Structured Information Extraction in Documents
-
ERNIE-Layoutlarge
93.12
ERNIE-Layout: Layout Knowledge Enhanced Pre-training for Visually-rich Document Understanding
LayoutLMv2BASE
82.76
LayoutLMv2: Multi-modal Pre-training for Visually-Rich Document Understanding
LayoutMask (large)
93.20
LayoutMask: Enhance Text-Layout Interaction in Multi-modal Pre-training for Document Understanding
-
GeoLayoutLM
92.86
GeoLayoutLM: Geometric Pre-training for Visual Information Extraction
LayoutMask (base)
92.91
LayoutMask: Enhance Text-Layout Interaction in Multi-modal Pre-training for Document Understanding
-
StrucTexTv2 (small)
89.23
StrucTexTv2: Masked Visual-Textual Prediction for Document Image Pre-training
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