Table Structure Recognition on PubTables-1M
99.51GriTS Top ScoreConRTF
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ConRTF2026.07 | 99.51 | — | 99.37 | 99.18 | — | — | — | 99.36 | 99.47 | |
| D-FINE-X2026.07 | 99.44 | — | 99.29 | 99.07 | — | — | — | 99.27 | 99.4 | |
| VAST2023.03 | 99.22 | 90.11 | 99.14 | 94.99 | — | — | — | — | — | |
| VAST2026.04 | 99.22 | — | 99.14 | 94.99 | — | — | — | — | — | |
| VAST2026.05 | 99.22 | — | — | — | — | — | — | — | — | |
| RT-DETRv2-X2026.07 | 99.13 | — | 98.9 | 98.63 | — | — | — | 99.1 | 99.33 | |
| TableSeq2026.04 | 99.1 | — | 98.82 | 95.63 | — | — | — | — | — | |
| YOLOv10-X2026.07 | 98.64 | — | 92.57 | 96.35 | — | — | — | 96.5 | 96.79 | |
| TATRBackbone=DETR, Image=Cropped, NMS=true2024.06 | 98.46 | — | 97.81 | 97.81 | 97.65 | — | — | — | — | |
| DETR2023.03 | 98.45 | 81.38 | 98.46 | 97.81 | — | — | — | — | — | |
| DETR2026.04 | 98.45 | — | 98.46 | 97.81 | — | — | — | — | — | |
| DETR2026.05 | 98.45 | — | — | — | — | — | — | — | — | |
| FastTabFPS=39.50, Hardware=A100, batch size=12026.05 | 98.27 | — | — | — | — | — | — | — | — | |
| DETR-NC2026.05 | 97.62 | — | — | — | — | — | — | — | — | |
| YOLO11-X2026.07 | 96.64 | — | 90.92 | 94.7 | — | — | — | 96.83 | 97.14 | |
| TabPedia (TSR)Backbone=LVLM, Image=Cropped, NMS=false2024.06 | 96.52 | — | 96.73 | 95.54 | 95.66 | — | — | — | — | |
| FasterRCNN2023.03 | 86.16 | 10.39 | 85.38 | 72.11 | — | — | — | — | — | |
| TATRBackbone=Faster R-CNN, Image=Cropped, NMS=true2024.06 | 86.16 | — | 85.38 | 72.11 | — | — | — | — | — | |
| Faster R-CNN2026.04 | 86.16 | — | 85.38 | 72.11 | — | — | — | — | — | |
| Faster R-CNN2026.05 | 86.16 | — | — | — | — | — | — | — | — | |
| DETRMethod Type=TSR, Input source=PDF2026.03 | — | — | — | — | 97.65 | — | — | — | — | |
| DolphinMethod Type=OCR-VLM2026.03 | — | — | — | — | 96.82 | 95.48 | 1.34 | — | — | |
| GOTMethod Type=OCR-VLM2026.03 | — | — | — | — | — | 36.84 | — | — | — | |
| TabPediaMethod Type=TSR2026.03 | — | — | — | — | 95.66 | — | — | — | — | |
| TDATRMethod Type=E2E-TR2026.03 | — | — | — | — | 98.39 | 97.97 | 0.42 | — | — | |
| UniTabNetMethod Type=TSR2026.03 | — | — | — | — | 98.73 | — | — | — | — |