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Awesome Document Image Rectification Awesome

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

Table of contents

Papers

YearVenueTitleRepoResult
2018CVPRDocUNet: Document Image Unwarping via A Stacked U-Net
2019TOGDocument Rectification and Illumination Correction using a Patch-based CNN*Code
2019ICCVDewarpNet: Single-Image Document Unwarping With Stacked 3D and 2D Regression NetworksCodeLink
2020PRGeometric Rectification of Document Images using Adversarial Gated Unwarping Network
2020CVPRBEDSR-Net: A Deep Shadow Removal Network From a Single Document Image*
2020ECCVCan You Read Me Now? Content Aware Rectification using Angle Supervision
2020DASDewarping Document Image by Displacement Flow Estimation with Fully Convolutional NetworkCode
2020BMVCIntrinsic Decomposition of Document Images In-the-wild*Code
2021ACM MMDocTr: Document Image Transformer for Geometric Unwarping and Illumination Correction*CodeLink
2021ICCVEnd-to-end Piece-wise Unwarping of Document ImagesCode
2021ICDARDocument Dewarping with Control PointsCode
2022CVPRFourier Document Restoration for Robust Document Dewarping and Recognition
2022CVPRRevisiting Document Image Dewarping by Grid RegularizationLink
2022ACM MMMarior: Margin Removal and Iterative Content Rectification for Document Dewarping in the WildLink
2022ACM MMUDoc-GAN: Unpaired Document Illumination Correction with Background Light Prior*Code
2022SIGGRAPHLearning From Documents in the Wild to Improve Document UnwarpingCodeLink
2022ECCVGeometric Representation Learning for Document Image RectificationCodeLink
2022ECCVLearning an Isometric Surface Parameterization for Texture UnwrappingCode
2022ArxivDocScanner: Robust Document Image Rectification with Progressive LearningCodeLink
2022ICPRDocument Image Rectification in Complex Scene Using Stacked Siamese Networks
2023ArxivGeometric Rectification of Creased Document Images based on Isometric Mapping
2023IJDARAdaptive Dewarping of Severely Warped Camera-captured Document Images Based on Document Map Generation
2023TMMDeep Unrestricted Document Image RectificationCode
2023ArxivNeural Document Unwarping using Coupled Grids
2023IJDARInv3D: A High-resolution 3D Invoice Dataset for Template-guided Single-image Document UnwarpingCode
2023ArxivDocAligner: Annotating Real-world Photographic Document Images by Simply Taking PicturesCode
2023ArxivMataDoc: Margin and Text Aware Document Dewarping for Arbitrary Boundary
2023ICCVWTemplate-guided Illumination Correction for Document Images with Imperfect Geometric ReconstructionCode
2023ICCVForeground and Text-lines Aware Document Image RectificationCode
2023TAIAppearance Enhancement for Camera-captured Document Images in the Wild*Code
2023ACM TOGLayout-Aware Single-Image Document FlateningCodeLink
2023WACVDocReal: Robust Document Dewarping of Real-Life Images via Attention-Enhanced Control Point PredictionCode
2023TCSVTRethinking Supervision in Document Unwarping: A Self-consistent Flow-free Approach
2023SIGGRAPHUVDoc: Neural Grid-based Document UnwarpingCode
2023ArxivPolar-Doc: One-Stage Document Dewarping with Multi-Scope Constraints under Polar Representation

Datasets

YearVenueTitleTypeLink
2018CVPRDocUNet: Document Image Unwarping via A Stacked U-NetRealDataset
2019TOGDocument Rectification and Illumination Correction using a Patch-based CNNSyntheticDataset
2019ICCVDewarpNet: Single-Image Document Unwarping With Stacked 3D and 2D Regression NetworksSyntheticDataset
2020DASDewarping Document Image by Displacement Flow Estimation with Fully Convolutional NetworkSyntheticDataset
2021ICDARDocument Dewarping with Control PointsSyntheticDataset
2022CVPRFourier Document Restoration for Robust Document Dewarping and RecognitionRealDataset
2022SIGGRAPHLearning From Documents in the Wild to Improve Document UnwarpingRealDataset
2022ECCVGeometric Representation Learning for Document Image RectificationRealDataset
2022ICBDADIU: An Antiquarian Document Image Unwarping DatasetBoth
2023IJDARAdaptive Dewarping of Severely Warped Camera-captured Document Images Based on Document Map GenerationRealDataset
2023TMMDeep Unrestricted Document Image RectificationRealDataset
2023ArxivNeural Document Unwarping using Coupled GridsSynthetic
2023ArxivDocAligner: Annotating Real-world Photographic Document Images by Simply Taking PicturesRealDataset
2023IJDARInv3D: A High-resolution 3D Invoice Dataset for Template-guided Single-image Document UnwarpingSyntheticDataset

Demos

YearNameHostType
2019DewarpNet: Single-Image Document Unwarping With Stacked 3D and 2D Regression NetworksOnline Demo
2021DocTr: Document Image Transformer for Geometric Unwarping and Illumination CorrectionhuggingfaceOnline Demo
2022DocGeoNet: Geometric Representation Learning for Document Image RectificationhuggingfaceOnline Demo
2022dewarptextinOnline Demo
2023Deep Unrestricted Document Image Rectificationself-hostedOnline Demo
2023Inv3D: GeoTrTemplate & IllTrTemplateself-hostedOnline Demo

Acknowledgment