Table 9 DocGenome performance comparison across detection (AP50, mAP) and Semantic Structural Congruence (SSC).

From: Representation learning approach for understanding structured documents

Model

AP50

mAP

SSC

LayoutLMv3

90.64

89.57

89.16

DocLayout-YOLO

89.11

88.94

89.12

DocSAM

89.67

88.16

89.12

LayoutLLM

–

–

90.62

DocLayLLM

–

–

91.48

Our (D-REEL)

91.37

90.89

92.01