Table 8 Ablation of the Neighborhood Encoding (NE) module on detection performance (mAP).

From: Representation learning approach for understanding structured documents

Dataset / Model

Full D-REEL (NE)

mAP

Std. 2D PosEnc

mAP

No NE

mAP

PRImA Newspaper Dataset

90.64

88.91

87.12

German-Brazilian Newspapers

(GBN) Dataset

90.09

88.37

86.25

S2-VL Dataset

95.12

94.23

93.88

IIIT AR 13K

93.28

92.34

91.85

PubLayNet

94.07

92.88

92.11