Layout Analysis on DocBank 1.0 (test)
98.29AbstractVSR
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VSR2021.05 | 98.29 | 91.19 | 96.32 | 95.84 | 99.96 | 95.11 | 94.66 | 98.66 | 95.05 | 97.11 | 89.24 | 95.63 | 95.59 | — | |
| LayoutLM_baseSize=Base2021.05 | 98.16 | 85.95 | 95.97 | 89.47 | 100 | 89.57 | 89.48 | 97.88 | 93.38 | 95.98 | 86.33 | 95.79 | 93.16 | — | |
| X101+LayoutLM_baseBackbone=ResNeXt-101, Language Model=LayoutLM_base2021.05 | 98.15 | 89.07 | 96.69 | 90.51 | 94.3 | 99.9 | 93 | 98.43 | 94.37 | 96.64 | 88.18 | 95.75 | 94.78 | — | |
| X101+LayoutLM_largeBackbone=ResNeXt-101, Language Model=LayoutLM_large2021.05 | 98.02 | 89.64 | 96.66 | 94.4 | 99.94 | 93.52 | 92.93 | 98.44 | 94.3 | 96.7 | 88.75 | 95.31 | 94.88 | — | |
| LayoutLM_largeSize=Large2021.05 | 97.84 | 87.83 | 95.56 | 89.74 | 100 | 91.46 | 90.04 | 97.9 | 93.32 | 95.96 | 86.79 | 95.52 | 93.5 | — | |
| X101Backbone=ResNeXt-1012021.05 | 97.17 | 82.27 | 94.35 | 89.38 | 88.12 | 90.29 | 90.51 | 96.82 | 87.98 | 94.12 | 83.53 | 91.58 | 90.61 | — | |
| VSR2021.05 | 96.3 | 89.2 | 94.6 | 77.3 | 97.8 | 93.2 | 86.2 | 69 | 90.3 | 79.2 | 77.5 | 94.9 | — | 87.6 | |
| Faster RCNNBackbone=ResNeXt-1012021.05 | 96.2 | 88.9 | 93.9 | 78.1 | 85.4 | 93.4 | 86.1 | 67.8 | 89.9 | 76.7 | 77.2 | 95.3 | — | 86.3 | |
| RoBERTa_largeSize=Large2021.05 | 94.79 | 87.24 | 90.81 | 83.7 | 100 | 83.92 | 74.51 | 96.65 | 93.34 | 94.07 | 84.94 | 94.61 | 89.88 | — | |
| BERT_baseSize=Base2021.05 | 92.94 | 84.84 | 86.29 | 81.52 | 100 | 78.05 | 71.33 | 96.19 | 93.1 | 90.81 | 82.96 | 94.42 | 87.7 | — | |
| RoBERTa_baseSize=Base2021.05 | 92.88 | 86.18 | 89.44 | 82.48 | 100 | 80.14 | 73.53 | 96.46 | 93.41 | 93.37 | 83.89 | 95.11 | 88.91 | — | |
| BERT_largeSize=Large2021.05 | 92.86 | 85.77 | 86.5 | 81.77 | 100 | 78.14 | 69.6 | 96.19 | 92.84 | 90.65 | 83.2 | 94.3 | 87.65 | — |