File size: 12,077 Bytes
a75825a e63547d a75825a 2ddddd4 a75825a 7b48a75 a75825a a6e42ec a75825a 4a929db 9c77d04 a75825a eca1b6d a75825a d83d7f2 a75825a a6e42ec 759fee3 a6e42ec 759fee3 a6e42ec 759fee3 e63547d | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 | ---
license: apache-2.0
pipeline_tag: image-segmentation
tags:
- PaddleOCR
- PaddlePaddle
- image-segmentation
- ocr
- layout
- layout_detection
language:
- en
- zh
- multilingual
library_name: PaddleOCR
---
<div align="center">
<h1 align="center">
Unified Layout Module for PaddleOCR-VL 1.5/1.6 & GLM-OCR.
</h1>
[](https://github.com/PaddlePaddle/PaddleOCR)
[](https://huggingface.co/PaddlePaddle/PP-DocLayoutV3)
[](https://modelscope.cn/models/PaddlePaddle/PP-DocLayoutV3)
[](https://huggingface.co/spaces/PaddlePaddle/PaddleOCR-VL-1.5_Online_Demo)
[](https://modelscope.cn/studios/PaddlePaddle/PaddleOCR-VL-1.5_Online_Demo/summary)
[](https://discord.gg/JPmZXDsEEK)
[](https://x.com/PaddlePaddle)
[](./LICENSE)
**🔥 [Official Website](https://www.paddleocr.com)** |
**📝 [Technical Report](https://arxiv.org/abs/2606.23344)**
</div>
## Introduction
This is the PP-Doclayoutv3 model weights for the PaddlePaddle framework. Get safetensors weights at [PP-DocLayoutV3_safetensors](https://huggingface.co/PaddlePaddle/PP-DocLayoutV3_safetensors)
**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.
This work has been accepted to ECCV 2026! 🎉
### **Model Architecture**
<div align="center">
<img src="https://raw.githubusercontent.com/cuicheng01/PaddleX_doc_images/refs/heads/main/images/paddleocr_vl_1_5/PP-DocLayoutV3.png" width="800"/>
</div>
## Visualization
### Light Variation
<div align="center">
<img src="https://raw.githubusercontent.com/cuicheng01/PaddleX_doc_images/refs/heads/main/images/paddleocr_vl_1_5/layout_lighting.jpg" width="800"/>
</div>
### Skewing
<div align="center">
<img src="https://raw.githubusercontent.com/cuicheng01/PaddleX_doc_images/refs/heads/main/images/paddleocr_vl_1_5/layout_skew.jpg" width="800"/>
</div>
### Screen-photo
<div align="center">
<img src="https://raw.githubusercontent.com/cuicheng01/PaddleX_doc_images/refs/heads/main/images/paddleocr_vl_1_5/layout_screen.jpg" width="800"/>
</div>
### Curving
<div align="center">
<img src="https://raw.githubusercontent.com/cuicheng01/PaddleX_doc_images/refs/heads/main/images/paddleocr_vl_1_5/layout_curv.jpg" width="800"/>
</div>
## Citation
If you find PP-DocLayoutV3 helpful, feel free to give us a star and citation.
```bibtex
@misc{cui2026rtdoclayoutrealtimeendtoenddocument,
title={RT-DocLayout: Real-Time End-to-End Document Layout Analysis with Reading Order in the Wild},
author={Cheng Cui and Tingquan Gao and Xueqing Wang and Changda Zhou and Hongen Liu and Ting Sun and Yubo Zhang and Zelun Zhang and Jiaxuan Liu and Manhui Lin and Yue Zhang and Suyin Liang and Yiqing Xiang and Yi Liu},
year={2026},
eprint={2606.23344},
archivePrefix={arXiv},
primaryClass={cs.CV},
url={https://arxiv.org/abs/2606.23344},
}
``` |