zhunge / Awesome-Document-Image-Rectification

A comprehensive list of awesome document image rectification papers.

Awesome Document Image Rectification

A comprehensive list of awesome document image rectification methods based on deep learning.

Table of contents

• Papers
• Datasets

Papers

Year	Conf.	Title	Repo	Result
2018	CVPR	DocUNet: Document Image Unwarping via A Stacked U-Net
2019	TOG	Document Rectification and Illumination Correction using a Patch-based CNN	Code
2019	ICCV	DewarpNet: Single-Image Document Unwarping With Stacked 3D and 2D Regression Networks	Code	Link
2020	PR	Geometric Rectification of Document Images using Adversarial Gated Unwarping Network
2020	ECCV	Can You Read Me Now? Content Aware Rectification using Angle Supervision
2020	DAS	Dewarping Document Image by Displacement Flow Estimation with Fully Convolutional Network	Code
2021	ACM MM	DocTr: Document Image Transformer for Geometric Unwarping and Illumination Correction	Code	Link
2021	ICCV	End-to-end Piece-wise Unwarping of Document Images	Code
2021	ICDAR	Document Dewarping with Control Points	Code
2022	Arxiv	DocScanner: Robust Document Image Rectification with Progressive Learning		Link
2022	CVPR	Fourier Document Restoration for Robust Document Dewarping and Recognition
2022	CVPR	Revisiting Document Image Dewarping by Grid Regularization		Link
2022	ACM MM	Marior: Margin Removal and Iterative Content Rectification for Document Dewarping in the Wild	Code
2022	ACM MM	UDoc-GAN: Unpaired Document Illumination Correction with Background Light Prior	Code
2022	SIGGRAPH	Learning From Documents in the Wild to Improve Document Unwarping	Code	Link
2022	ECCV	Geometric Representation Learning for Document Image Rectification	Code	Link

• The results are the rectified images on the DocUNet Benchmark Dataset.

Datasets

Year	Conf.	Title	Type	Link
2018	CVPR	DocUNet: Document Image Unwarping via A Stacked U-Net	Real	Dataset
2019	TOG	Document Rectification and Illumination Correction using a Patch-based CNN	Synthetic	Dataset
2019	ICCV	DewarpNet: Single-Image Document Unwarping With Stacked 3D and 2D Regression Networks	Synthetic	Dataset
2020	DAS	Dewarping Document Image by Displacement Flow Estimation with Fully Convolutional Network	Synthetic	Dataset
2021	ICDAR	Document Dewarping with Control Points	Synthetic	Dataset
2022	CVPR	Fourier Document Restoration for Robust Document Dewarping and Recognition	Real	Dataset
2022	SIGGRAPH	Learning From Documents in the Wild to Improve Document Unwarping	Real	Dataset
2022	ECCV	Geometric Representation Learning for Document Image Rectification	Real	Dataset

Acknowledgment

• This repository is scheduled to be updated regularly in accordance with schedules of major AI conferences.