Multiview Rectification of Folded Documents
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Abstract (arXiv)
Digitally unwrapping images of paper sheets is crucial for accurate document scanning and text recognition. This paper presents a method for automatically rectifying curved or folded paper sheets from a few images captured from multiple viewpoints. Prior methods either need expensive 3D scanners or model deformable surfaces using over-simplified parametric representations. In contrast, our method uses regular images and is based on general developable surface models that can represent a wide variety of paper deformations. Our main contribution is a new robust rectification method based on ridge-aware 3D reconstruction of a paper sheet and unwrapping the reconstructed surface using properties of developable surfaces via ℓ1 conformal mapping. We present results on several examples including book pages, folded letters and shopping receipts.
Key facts. Cited by 28 papers in the map (data through 7 Oct 2026). First posted on arXiv 1 Jun 2016.
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Citing papers per year: 2021: 4; 2022: 8; 2023: 7; 2024: 1; 2025: 6; 2026: 2.
28 papers.
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- 2021DocTr: Document Image Transformer for Geometric Unwarping and Illumination Correctioncited by 38
- 2024DocRes: A Generalist Model Toward Unifying Document Image Restoration Taskscited by 27
- 2022Geometric Representation Learning for Document Image Rectificationcited by 26
- 2021DocScanner: Robust Document Image Rectification with Progressive Learningcited by 24
- 2022Revisiting Document Image Dewarping by Grid Regularizationcited by 24
- 2022Fourier Document Restoration for Robust Document Dewarping and Recognitioncited by 21
- 2021Dewarping Document Image By Displacement Flow Estimation with Fully Convolutional Networkcited by 20
- 2022Document Dewarping with Control Pointscited by 19
- 2023UVDoc: Neural Grid-based Document Unwarpingcited by 16
- 2022Marior: Margin Removal and Iterative Content Rectification for Document Dewarping in the Wildcited by 15
- 2023Deep Unrestricted Document Image Rectificationcited by 15
- 2022Geometric Rectification of Creased Document Images based on Isometric Mappingcited by 4
16 more
- 2023DocMAE: Document Image Rectification via Self-supervised Representation Learningcited by 4
- 2025DvD: Unleashing a Generative Paradigm for Document Dewarping via Coordinates-based Diffusion Modelcited by 4
- 2025Uni-DocDiff: A Unified Document Restoration Model Based on Diffusioncited by 4
- 2023DocAligner: Annotating Real-world Photographic Document Images by Simply Taking Picturescited by 3
- 2023MataDoc: Margin and Text Aware Document Dewarping for Arbitrary Boundarycited by 3
- 2022Recovering medical images from CT film photoscited by 2
- 2021RectiNet-v2: A stacked network architecture for document image dewarpingcited by 1
- 2022Digitizing Historical Balance Sheet Data: A Practitioner's Guidecited by 1
- 2025ForCenNet: Foreground-Centric Network for Document Image Rectificationcited by 1
- 2023Automatic Detection and Rectification of Paper Receipts on Smartphonescited by 0
- 2023Unfolder: Fast localization and image rectification of a document with a crease from folding in halfcited by 0
- 2025Document Image Rectification Bases on Self-Adaptive Multitask Fusioncited by 0
- 2025D2Dewarp: Dual Dimensions Geometric Representation Learning Based Document Image Dewarpingcited by 0
- 2025TADoc: Robust Time-Aware Document Image Dewarpingcited by 0
- 2026SyntheticDoc: A Large Synthetic Dataset for Document Unwarping and Illumination Correctioncited by 0
- 2026ENet-GP: Unified Document Image Restorationcited by 0
- 2026ENet-GP: Unified Document Image Restoration27 Sep 2026
- 2026SyntheticDoc: A Large Synthetic Dataset for Document Unwarping and Illumination Correction14 Sep 2026
- 2025TADoc: Robust Time-Aware Document Image Dewarping9 Aug 2025
- 2025Uni-DocDiff: A Unified Document Restoration Model Based on Diffusion6 Aug 2025
- 2025ForCenNet: Foreground-Centric Network for Document Image Rectification26 Jul 2025
- 2025D2Dewarp: Dual Dimensions Geometric Representation Learning Based Document Image Dewarping11 Jul 2025
- 2025DvD: Unleashing a Generative Paradigm for Document Dewarping via Coordinates-based Diffusion Model28 May 2025
- 2025Document Image Rectification Bases on Self-Adaptive Multitask Fusion9 May 2025
- 2024DocRes: A Generalist Model Toward Unifying Document Image Restoration Tasks7 May 2024
- 2023Unfolder: Fast localization and image rectification of a document with a crease from folding in half1 Dec 2023
- 2023MataDoc: Margin and Text Aware Document Dewarping for Arbitrary Boundary24 Jul 2023
- 2023DocAligner: Annotating Real-world Photographic Document Images by Simply Taking Pictures9 Jun 2023
16 more
- 2023DocMAE: Document Image Rectification via Self-supervised Representation Learning20 Apr 2023
- 2023Deep Unrestricted Document Image Rectification18 Apr 2023
- 2023Automatic Detection and Rectification of Paper Receipts on Smartphones10 Mar 2023
- 2023UVDoc: Neural Grid-based Document Unwarping6 Feb 2023
- 2022Geometric Rectification of Creased Document Images based on Isometric Mapping16 Dec 2022
- 2022Geometric Representation Learning for Document Image Rectification15 Oct 2022
- 2022Marior: Margin Removal and Iterative Content Rectification for Document Dewarping in the Wild23 Jul 2022
- 2022Digitizing Historical Balance Sheet Data: A Practitioner's Guide31 Mar 2022
- 2022Revisiting Document Image Dewarping by Grid Regularization31 Mar 2022
- 2022Document Dewarping with Control Points20 Mar 2022
- 2022Fourier Document Restoration for Robust Document Dewarping and Recognition18 Mar 2022
- 2022Recovering medical images from CT film photos10 Mar 2022
- 2021DocScanner: Robust Document Image Rectification with Progressive Learning28 Oct 2021
- 2021DocTr: Document Image Transformer for Geometric Unwarping and Illumination Correction25 Oct 2021
- 2021Dewarping Document Image By Displacement Flow Estimation with Fully Convolutional Network14 Apr 2021
- 2021RectiNet-v2: A stacked network architecture for document image dewarping1 Feb 2021
- 2021DocTr: Document Image Transformer for Geometric Unwarping and Illumination Correctioncited by 38
- 2024DocRes: A Generalist Model Toward Unifying Document Image Restoration Taskscited by 27
- 2022Geometric Representation Learning for Document Image Rectificationcited by 26
- 2021DocScanner: Robust Document Image Rectification with Progressive Learningcited by 24
- 2022Revisiting Document Image Dewarping by Grid Regularizationcited by 24
- 2022Fourier Document Restoration for Robust Document Dewarping and Recognitioncited by 21
- 2021Dewarping Document Image By Displacement Flow Estimation with Fully Convolutional Networkcited by 20
- 2022Document Dewarping with Control Pointscited by 19
- 2023UVDoc: Neural Grid-based Document Unwarpingcited by 16
- 2022Marior: Margin Removal and Iterative Content Rectification for Document Dewarping in the Wildcited by 15
- 2023Deep Unrestricted Document Image Rectificationcited by 15
- 2022Geometric Rectification of Creased Document Images based on Isometric Mappingcited by 4
12 most cited of 27 All 27 (JSON)
- 2026ENet-GP: Unified Document Image Restoration27 Sep 2026
- 2026SyntheticDoc: A Large Synthetic Dataset for Document Unwarping and Illumination Correction14 Sep 2026
- 2025TADoc: Robust Time-Aware Document Image Dewarping9 Aug 2025
- 2025Uni-DocDiff: A Unified Document Restoration Model Based on Diffusion6 Aug 2025
- 2025ForCenNet: Foreground-Centric Network for Document Image Rectification26 Jul 2025
- 2025D2Dewarp: Dual Dimensions Geometric Representation Learning Based Document Image Dewarping11 Jul 2025
- 2025Document Image Rectification Bases on Self-Adaptive Multitask Fusion9 May 2025
- 2024DocRes: A Generalist Model Toward Unifying Document Image Restoration Tasks7 May 2024
- 2023Unfolder: Fast localization and image rectification of a document with a crease from folding in half1 Dec 2023
- 2023MataDoc: Margin and Text Aware Document Dewarping for Arbitrary Boundary24 Jul 2023
- 2023DocAligner: Annotating Real-world Photographic Document Images by Simply Taking Pictures9 Jun 2023
- 2023DocMAE: Document Image Rectification via Self-supervised Representation Learning20 Apr 2023
12 newest of 27 All 27 (JSON)