Dewarp

2021

DFE (FCN Base) - Dewarping Document Image By Displacement Flow Estimation with Fully Convolutional Network (2021) ⭕

• Paper: https://arxiv.org/abs/2104.06815
• Code: https://github.com/gwxie/Dewarping-Document-Image-By-Displacement-Flow-Estimation

DocTr - Document Image Transformer for Geometric Unwarping and Illumination Correction (2021) ⭕

• Paper: https://arxiv.org/abs/2110.12942
• Code: https://github.com/fh2019ustc/doctr

2020

Rectinet - A Gated and Bifurcated Stacked U-Net Module for Document Image Dewarping (2020) ❌

• Paper: https://arxiv.org/abs/2007.09824
• Code: https://github.com/DVLP-CMATERJU/RectiNet

Multistage Curvilinear Coordinate Transform Based Document Image Dewarping using a Novel Quality Estimator (2020)

• Paper: https://arxiv.org/abs/2003.06872
• Code:

2019

10. DewarpNet - Single-Image Document Unwarping With Stacked 3D and 2D Regression Networks (2019) ❌

• Paper: https://www3.cs.stonybrook.edu/~cvl/projects/dewarpnet/storage/paper.pdf
• Code: https://github.com/cvlab-stonybrook/DewarpNet

Docuwarp (2019) ❓

• Paper:
• Code: https://github.com/thomasjhuang/deep-learning-for-document-dewarping

2018

DocUNet: Document Image Unwarping via a Stacked U-Net (2018) ❌

• Paper: https://openaccess.thecvf.com/content_cvpr_2018/papers/Ma_DocUNet_Document_Image_CVPR_2018_paper.pdf
• Code: https://github.com/teresasun/docUnet.pytorch

2017

Robust Document Image Dewarping Method Using Text-Lines and Line Segments (2017) ❌

• Paper:
• Code: https://github.com/xellows1305/Document-Image-Dewarping (Exe only)

2015

Document dewarping via text-line based optimization (2015)

• Paper: https://sci-hub.se/10.1016/j.patcog.2015.04.026
• Code:

2014

A novel model-based dewarping technique for advanced Digital Library systems (2014)

• Paper:
• Code:

2007

A Model-based Book Dewarping Method Using Text Line Detection (2007)

• Paper: http://www.imlab.jp/cbdar2007/proceedings/papers/P1.pdf
• Code:

2005

Dewarping of document image by global optimization (2005)

• Paper: https://sci-hub.se/10.1109/ICDAR.2005.87
• Code:

Other

RectiNet-v2 - A stacked network architecture for document image dewarping

• Paper: https://arxiv.org/abs/2102.01120
• Code:

Document Image Dewarping using Deep Learning

• Paper: https://pdfs.semanticscholar.org/c372/c43c399e75e114099953b3549bd73f6d168f.pdf
• Code: