Form Understanding on FUNSD
92.08Entity F1 ScoreLayoutLMv3 Large
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LayoutLMv3 Large#Params.=368M2023.03 | 92.08 | — | |
| StrucTexTv2Large#Params.=238M2023.03 | 91.82 | — | |
| LayoutLMv3 Base#Params.=133M2023.03 | 90.29 | — | |
| XDoc#Params.=146M2023.03 | 89.4 | — | |
| StrucTexTv2Small#Params.=28M2023.03 | 89.23 | — | |
| UDoc#Params.=272M2023.03 | 87.93 | — | |
| StructuralLM Large#Params.=355M2023.03 | 85.14 | — | |
| DocFormer Large#Params.=536M2023.03 | 84.55 | — | |
| LayoutLMv2 Large#Params.=426M2023.03 | 84.2 | — | |
| SelfDoc2023.03 | 83.36 | — | |
| DocFormer Base#Params.=183M2023.03 | 83.34 | — | |
| LayoutLMPre-train (D)=true2022.10 | — | 79.3 | |
| XDocPre-training Steps=100K, Pre-train (P)=true2022.10 | — | 70.1 | |
| XDocPre-training Steps=100K, Pre-train (D)=true2022.10 | — | 87.3 | |
| XDocPre-training Steps=100K, Pre-train (W)=true2022.10 | — | 71.6 | |
| XDocPre-training Steps=100K, Pre-train (P)=true, Pre-train (D)=true2022.10 | — | 85.7 | |
| XDocPre-training Steps=100K, Pre-train (D)=true, Pre-train (W)=true2022.10 | — | 85.7 | |
| XDocPre-training Steps=100K, Pre-train (P)=true, Pre-train (W)=true2022.10 | — | 70 | |
| XDocPre-training Steps=100K, Pre-train (P)=true, Pre-train (D)=true, Pre-train (W)=true2022.10 | — | 86.4 | |
| XDocPre-training Steps=500K, Pre-train (P)=true, Pre-train (D)=true, Pre-train (W)=true2022.10 | — | 89.1 | |
| XDocPre-training Steps=1M, Pre-train (P)=true, Pre-train (D)=true, Pre-train (W)=true2022.10 | — | 89.4 |