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 |