Table Structure Recognition on PubTabNet (val)
98.34TEDS (Simple)Proposal
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Proposal2025.12 | 98.34 | — | — | 95.68 | 97.04 | — | |
| MuTabNet M2Weak Supervision=false, Local Attention=true, External OCR Engine=false2026.06 | 98.34 | — | — | 95.68 | 97.04 | 97.74 | |
| MuTabNet2024.04 | 98.16 | 96.87 | — | 95.53 | — | — | |
| MuTabNet2025.12 | 98.16 | — | — | 95.53 | 96.87 | — | |
| MuTabNetWeak Supervision=false, Local Attention=true, External OCR Engine=false2026.06 | 98.16 | — | — | 95.53 | 96.87 | 97.71 | |
| Ly and Takasu [18]2024.04 | 98.07 | 96.77 | — | 95.42 | — | — | |
| Ly and Takasu [17]2025.12 | 98.07 | — | — | 95.42 | 96.77 | — | |
| MTL-TabNetWeak Supervision=false, Local Attention=true, External OCR Engine=false2026.06 | 98.07 | — | — | 95.42 | 96.77 | — | |
| Ly and Takasu [19]2024.04 | 97.92 | 96.67 | — | 95.36 | — | — | |
| Ly and Takasu [16]2025.12 | 97.92 | — | — | 95.36 | 96.67 | — | |
| MTL-TabNetWeak Supervision=false, Local Attention=false, External OCR Engine=false2026.06 | 97.92 | — | — | 95.36 | 96.67 | — | |
| Ly et al.2024.04 | 97.89 | 96.48 | — | 95.02 | — | — | |
| Ly et al.2025.12 | 97.89 | — | — | 95.02 | 96.48 | — | |
| MTL-TabNetWeak Supervision=true, Local Attention=false, External OCR Engine=false2026.06 | 97.89 | — | — | 95.02 | 96.48 | — | |
| TDATR-ftMethod Type=E2E-TR, Fine-tuning=true2026.03 | 96.84 | 96.1 | — | 0.74 | — | — | |
| TableFormerMethod Type=M-TR, Input source=GT2026.03 | 96.75 | 93.6 | — | 3.15 | — | — | |
| LGPMAMethod Type=M-TR, Configuration=+R2AM2026.03 | 96.7 | 94.6 | — | 2.1 | — | — | |
| RapidTableMethod Type=M-TR2026.03 | 96.43 | 86.57 | — | 9.86 | — | — | |
| Davar-LabMethod Type=TSR2026.03 | 96.36 | — | — | — | — | — | |
| TDATRMethod Type=E2E-TR2026.03 | 96.27 | 95.12 | — | 1.15 | — | — | |
| TabPediaMethod Type=TSR2026.03 | 95.41 | — | — | — | — | — | |
| TableFormer2024.04 | 95.4 | 93.6 | — | 90.1 | — | — | |
| TableFormer2025.12 | 95.4 | — | — | 90.1 | 93.6 | — | |
| TableFormerWeak Supervision=false, Local Attention=false, External OCR Engine=true2026.06 | 95.4 | — | — | 90.1 | 93.6 | 96.75 | |
| SEM2024.04 | 94.8 | 93.7 | — | 92.5 | — | — | |
| SEM2025.12 | 94.8 | — | — | 92.5 | 93.7 | — | |
| SEMWeak Supervision=false, Local Attention=false, External OCR Engine=true2026.06 | 94.8 | — | — | 92.5 | 93.7 | — | |
| LOREMethod Type=TSR2026.03 | 94.55 | — | — | — | — | — | |
| dots.ocrMethod Type=OCR-VLM2026.03 | 93.76 | 90.65 | — | 3.11 | — | — | |
| DolphinMethod Type=OCR-VLM2026.03 | 93.35 | 91.3 | — | 2.05 | — | — | |
| MinerU 2.5Method Type=OCR-VLM2026.03 | 93.11 | 89.07 | — | 4.04 | — | — | |
| GTEMethod Type=TSR2026.03 | 93.01 | — | — | — | — | — | |
| PaddleOCR-VLMethod Type=OCR-VLM2026.03 | 91.62 | 87.27 | — | 4.35 | — | — | |
| EDD2024.04 | 91.2 | 88.3 | — | 85.4 | — | — | |
| EDD2025.12 | 91.2 | — | — | 85.4 | 88.3 | — | |
| EDDWeak Supervision=false, Local Attention=false, External OCR Engine=false2026.06 | 91.2 | — | — | 85.4 | 88.3 | 89.9 | |
| OmniParserMethod Type=OCR-VLM2026.03 | 90.45 | 88.83 | — | 1.62 | — | — | |
| EDDMethod Type=E2E-TR2026.03 | 89.9 | 88.3 | — | 1.6 | — | — | |
| DocOwl1.5Method Type=OCR-VLM2026.03 | 67.53 | 54.67 | — | 12.86 | — | — | |
| EDDTraining Dataset=PTN-train2021.05 | — | 88.3 | — | — | — | — | |
| EDD2022.03 | — | 88.3 | — | — | — | — | |
| EDDTraining Dataset=PubTabNet2022.08 | — | 88.3 | — | — | — | — | |
| FLAG-NetTraining Dataset=SciTSR2022.08 | — | 95.1 | — | — | — | — | |
| GTETraining Dataset=PTN-train2021.05 | — | 93 | — | — | — | — | |
| GTE2022.03 | — | — | 93 | — | — | — | |
| GTETraining Dataset=PubTabNet2022.08 | — | — | 93 | — | — | — | |
| LGPMATraining Dataset=PTN-train2021.05 | — | 94.6 | 96.7 | — | — | — | |
| LGPMA2022.03 | — | 94.6 | 96.7 | — | — | — | |
| LGPMATraining Dataset=PubTabNet2022.08 | — | 94.6 | 96.7 | — | — | — | |
| LGPMA2025.12 | — | — | — | — | 94.6 | — | |
| LGPMAWeak Supervision=false, Local Attention=false, External OCR Engine=true2026.06 | — | — | — | — | 94.6 | 96.7 | |
| LGPMA&OCR2024.04 | — | 94.6 | — | — | — | — | |
| RobusTabNet2022.03 | — | — | 97 | — | — | — | |
| TableStruct-NetTraining Dataset=SciTSR2022.08 | — | — | 90.1 | — | — | — | |
| TabStruct-NetTraining Dataset=SciTSR2021.05 | — | 90.1 | — | — | — | — | |
| TabStruct-Net2022.03 | — | — | 90.1 | — | — | — | |
| TabStruct-Net2024.04 | — | 90.1 | — | — | — | — | |
| TSRFormerTraining Dataset=PubTabNet2022.08 | — | — | 97.5 | — | — | — | |
| VASTExternal OCR=Used for cell content recognition2024.04 | — | 96.31 | — | — | — | — | |
| VAST2025.12 | — | — | — | — | 96.31 | — | |
| VASTWeak Supervision=false, Local Attention=false, External OCR Engine=true2026.06 | — | — | — | — | 96.31 | 97.23 | |
| VCGroup2024.04 | — | 96.26 | — | — | — | — | |
| VCGroup2025.12 | — | — | — | — | 96.26 | — | |
| VCGroupWeak Supervision=false, Local Attention=false, External OCR Engine=true2026.06 | — | — | — | — | 96.26 | — | |
| VCGroup&MEAdditional Annotation=Bounding boxes of text lines, Ensemble=3 models2024.04 | — | 96.84 | — | — | — | — | |
| Zhu et al.Weak Supervision=false, Local Attention=false, External OCR Engine=true2026.06 | — | — | — | — | 96.77 | 98.82 |