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license: apache-2.0
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---
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license: apache-2.0
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pipeline_tag: image-text-to-text
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tags:
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- PaddleOCR
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- PaddlePaddle
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- image-segmentation
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- ocr
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- document-parse
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- layout
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language:
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- en
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- zh
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- multilingual
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library_name: PaddleOCR
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---
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<div align="center">
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<h1 align="center">
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Layout Analysis Module of PaddleOCR-VL-1.5
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</h1>
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[](https://github.com/PaddlePaddle/PaddleOCR)
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[](https://huggingface.co/PaddlePaddle/PP-DocLayoutV3)
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[](https://modelscope.cn/models/PaddlePaddle/PP-DocLayoutV3)
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[](https://huggingface.co/spaces/PaddlePaddle/PaddleOCR-VL-1.5_Online_Demo)
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[](https://modelscope.cn/studios/PaddlePaddle/PaddleOCR-VL-1.5_Online_Demo/summary)
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[](https://discord.gg/JPmZXDsEEK)
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[](https://x.com/PaddlePaddle)
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[](./LICENSE)
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**🔥 [Official Website](https://www.paddleocr.com)** |
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**📝 [Technical Report](https://arxiv.org/pdf/2510.14528)**:
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</div>
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<div align="center">
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<img src="https://raw.githubusercontent.com/cuicheng01/PaddleX_doc_images/refs/heads/main/images/paddleocr_vl_1_5/PP-DocLayoutV3.png" width="800"/>
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</div>
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## Introduction
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**PP-DocLayoutV3 is specifically engineered to handle non-planar document images. It can directly predict multi-point bounding boxes for layout elements—as opposed to standard two-point boxes—and determine logical reading orders for skewed and curved surfaces within a single forward pass, significantly reducing cascading errors.** This model is an essential component of PaddleOCR-VL-1.5, providing crucial layout analysis for the high-precision parsing of various real-world documents in PaddleOCR-VL.
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### **Model Architecture**
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<div align="center">
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<img src="https://raw.githubusercontent.com/cuicheng01/PaddleX_doc_images/refs/heads/main/images/paddleocr_vl_1_5/PaddleOCR-VL-1.5.png" width="800"/>
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</div>
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## Visualization
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### Light Variation
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<div align="center">
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<img src="https://raw.githubusercontent.com/cuicheng01/PaddleX_doc_images/refs/heads/main/images/paddleocr_vl_1_5/layout_lighting.jpg" width="800"/>
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</div>
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### Skewing
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<div align="center">
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<img src="https://raw.githubusercontent.com/cuicheng01/PaddleX_doc_images/refs/heads/main/images/paddleocr_vl_1_5/layout_skew.jpg" width="800"/>
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</div>
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### Screen-photo
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<div align="center">
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<img src="https://raw.githubusercontent.com/cuicheng01/PaddleX_doc_images/refs/heads/main/images/paddleocr_vl_1_5/layout_screen.jpg" width="800"/>
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</div>
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### Curving
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<div align="center">
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<img src="https://raw.githubusercontent.com/cuicheng01/PaddleX_doc_images/refs/heads/main/images/paddleocr_vl_1_5/layout_curv.jpg" width="800"/>
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</div>
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## Citation
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If you find PP-DocLayoutV3 helpful, feel free to give us a star and citation.
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```bibtex
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comming soon
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```
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