Document Parsing on OmniDocBench Real5
94.07ScoreParser-Oriented Structural Refinement
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Parser-Oriented Structural RefinementParams=0.9B2026.04 | 94.07 | 3 | — | — | — | — | — | |
| PaddleOCR-VL-1.5Params=0.9B2026.04 | 92.16 | 5.1 | — | — | — | — | — | |
| PaddleOCR-VL-1.5Params=0.9B2026.04 | 92.05 | 5.6 | — | — | — | — | — | |
| RT-DocLayoutParams=33M, FPS=132.1, Recognition Method=PaddleOCR-VL-1.5-0.9B [29]2026.06 | 92.05 | — | 93.43 | 91.25 | 91.76 | 92.16 | 91.66 | |
| Parser-Oriented Structural RefinementParams=0.9B2026.04 | 91.63 | 3.6 | — | — | — | — | — | |
| GLM-OCRParams=0.9B2026.04 | 91.12 | 7.1 | — | — | — | — | — | |
| GLM-OCRParams=0.9B2026.04 | 90.32 | 9.2 | — | — | — | — | — | |
| RT-DocLayoutParams=33M, FPS=132.1, Recognition Method=MinerU2.5 [5]2026.06 | 89.89 | — | 91.74 | 88.96 | 90.38 | 90.31 | 88.06 | |
| RT-DocLayoutParams=33M, FPS=132.1, Recognition Method=MonkeyOCR [27]2026.06 | 89.79 | — | 91.73 | 89.38 | 89.67 | 89.72 | 88.44 | |
| PaddleOCR-VLParams=0.9B2026.04 | 89.61 | 5.5 | — | — | — | — | — | |
| MinerU2.5Params=1.2B2026.04 | 89.57 | 6.2 | — | — | — | — | — | |
| RT-DocLayoutParams=33M, FPS=132.1, Recognition Method=Dolphin-v2 [28]2026.06 | 88.97 | — | 90.36 | 88.47 | 88.61 | 89.39 | 88.04 | |
| dots.ocrParams=3B2026.04 | 87.57 | 7.6 | — | — | — | — | — | |
| dots.ocrParams=3B2026.04 | 86.38 | 8.5 | — | — | — | — | — | |
| PP-DocLayoutV2Params=53M, FPS=110.9, Recognition Method=PaddleOCR-VL-1.5-0.9B [29]2026.06 | 85.83 | — | 92.04 | 86 | 83.28 | 90.8 | 77.03 | |
| MinerU2.5Params=1.2B, FPS=2.4, Recognition Method=PaddleOCR-VL-1.5-0.9B [29]2026.06 | 85.67 | — | 89.74 | 83.92 | 89.24 | 89.29 | 76.16 | |
| MinerU2.5Params=1.2B2026.04 | 85.61 | 8.4 | — | — | — | — | — | |
| PaddleOCR-VLParams=0.9B2026.04 | 85.54 | 9.9 | — | — | — | — | — | |
| MinerU2.5Params=1.2B, FPS=2.4, Recognition Method=MonkeyOCR [27]2026.06 | 85.23 | — | 88.7 | 84.1 | 87.16 | 87.63 | 78.56 | |
| PP-DocLayoutV2Params=53M, FPS=110.9, Recognition Method=MonkeyOCR [27]2026.06 | 85.1 | — | 90.47 | 85.9 | 81.6 | 88.86 | 78.65 | |
| Nanonets-OCR-sParams=3B2026.04 | 85.01 | 11.2 | — | — | — | — | — | |
| MonkeyOCR-pro-3BParams=3.7B2026.04 | 84.71 | 17.1 | — | — | — | — | — | |
| MinerU2.5Params=1.2B, FPS=2.4, Recognition Method=MinerU2.5 [5]2026.06 | 84.55 | — | 88.37 | 82.85 | 88.29 | 88.02 | 75.2 | |
| Nanonets-OCR-sParams=3B2026.04 | 84.19 | 11.8 | — | — | — | — | — | |
| PP-DocLayoutV2Params=53M, FPS=110.9, Recognition Method=Dolphin-v2 [28]2026.06 | 84.16 | — | 89.46 | 84.54 | 81.11 | 87.97 | 77.71 | |
| PP-DocLayoutV2Params=53M, FPS=110.9, Recognition Method=MinerU2.5 [5]2026.06 | 83.87 | — | 90.98 | 83.88 | 81.98 | 89.06 | 73.44 | |
| MinerU2.5Params=1.2B, FPS=2.4, Recognition Method=Dolphin-v2 [28]2026.06 | 82.48 | — | 87.2 | 82.72 | 85.89 | 86.17 | 70.45 | |
| MinerU2-VLMParams=0.9B2026.04 | 80.51 | 12.3 | — | — | — | — | — | |
| MonkeyOCR-pro-3BParams=3.7B2026.04 | 79.49 | 20 | — | — | — | — | — | |
| DeepSeek-OCRParams=3B2026.04 | 78.1 | 15.6 | — | — | — | — | — | |
| MinerU2-VLMParams=0.9B2026.04 | 76.95 | 14 | — | — | — | — | — | |
| DeepSeek-OCR 2Params=3B2026.04 | 76.02 | 12.2 | — | — | — | — | — | |
| DocLayout-YOLOParams=20M, FPS=107.4, Recognition Method=PaddleOCR-VL-1.5-0.9B [29], Post-processing=XYCut algorithm2026.06 | 74.07 | — | 85.57 | 74.7 | 77.67 | 83.65 | 48.74 | |
| DeepSeek-OCRParams=3B2026.04 | 73.99 | 17.3 | — | — | — | — | — | |
| DocLayout-YOLOParams=20M, FPS=107.4, Recognition Method=MonkeyOCR [27], Post-processing=XYCut algorithm2026.06 | 73.57 | — | 84.09 | 74.81 | 76.89 | 81.99 | 50.06 | |
| PP-StructureV3Params=-2026.04 | 73.38 | 12.6 | — | — | — | — | — | |
| DeepSeek-OCR 2Params=3B2026.04 | 73.01 | 15.3 | — | — | — | — | — | |
| DocLayout-YOLOParams=20M, FPS=107.4, Recognition Method=MinerU2.5 [5], Post-processing=XYCut algorithm2026.06 | 72.92 | — | 85 | 72.92 | 77.38 | 82.68 | 46.62 | |
| DocLayout-YOLOParams=20M, FPS=107.4, Recognition Method=Dolphin-v2 [28], Post-processing=XYCut algorithm2026.06 | 72.72 | — | 83.4 | 73.59 | 75.9 | 81 | 49.71 | |
| Dolphin-v2Params=3B, FPS=0.9, Recognition Method=MonkeyOCR [27]2026.06 | 69.74 | — | 87.86 | 58.41 | 81.01 | 68.31 | 53.12 | |
| Dolphin-v2Params=3B, FPS=0.9, Recognition Method=PaddleOCR-VL-1.5-0.9B [29]2026.06 | 67.66 | — | 88.66 | 52.58 | 81.06 | 66.15 | 49.84 | |
| Dolphin-v2Params=3B, FPS=0.9, Recognition Method=Dolphin-v2 [28]2026.06 | 67.4 | — | 85.72 | 58.08 | 73.3 | 64.03 | 55.84 | |
| Marker-1.8.2Params=-2026.04 | 66.31 | 33.7 | — | — | — | — | — | |
| PP-StructureV3Params=-2026.04 | 64.45 | 21.2 | — | — | — | — | — | |
| Dolphin-v2Params=3B, FPS=0.9, Recognition Method=MinerU2.5 [5]2026.06 | 60.88 | — | 87.7 | 45.38 | 76.75 | 58.54 | 36.01 | |
| Marker-1.8.2Params=-2026.04 | 60.1 | 36.7 | — | — | — | — | — |