README 摘录
A comprehensive list of awesome document image rectification methods based on deep learning. Content Aware Rectification using Angle Supervision||| |2020|DAS|Dewarping Document Image by Displacement Flow Estimation with Fully Convolutional Network|Code|| |2020|BMVC|Intrinsic Decomposition of Document Images In-the-wild*|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
|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||Link| |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| |2022|ECCV|Learning an
Isometric Surface Parameterization for Texture Unwrapping|Code|| |2022|ICPR|Document Image Rectification in Complex Scene Using Stacked Siamese Networks||| |2023|arXiv|Geometric Rectification of Creased Document Images based on Isometric Mapping||| |2023|IJDAR|Adaptive Dewarping of Severely Warped Camera-captured Document Images Based on Document Map Generation||| |2023|TMM|Deep Unrestricted Document Image Rectification|Code| |2023|IJDAR|Inv3D: A High-resolution 3D Invoice Dataset for Template-guided Single-image Document Unwarping|Code|| |2023|arXiv|DocAligner: Annotating Real-world Photographic Document
Images by Simply Taking Pictures|Code|| |2023|arXiv|MataDoc: Margin and Text Aware Document Dewarping for Arbitrary Boundary||| |2023|ICCVW|Template-guided Illumination Correction for Document Images with Imperfect Geometric Reconstruction|Code|| |2023|ICCV|Foreground and Text-lines Aware Document Image Rectification|Code|| |2023|TAI|Appearance Enhancement for Camera-captured Document Images in the Wild*|Code|| |2023|ACM TOG|Layout-Aware Single-Image Document Flatening|Code|Link| |2023|WACV|DocReal: Robust Document Dewarping of Real-Life Images via Attention-Enhanced
Control Point Prediction|Code|| |2023|TCSVT|Rethinking Supervision in Document Unwarping: A Self-consistent Flow-free Approach||| |2023|SIGGRAPH|UVDoc: Neural Grid-based Document Unwarping|Code|| |2023|arXiv|Polar-Doc: One-Stage Document Dewarping with Multi-Scope Constraints under Polar Representation||| |2024|ACM MM|Document Registration: Towards Automated Labeling of Pixel-Level Alignment Between Warped-Flat Documents||| |2024|AAAI|DocNLC: A Document Image Enhancement Framework with Normalized and Latent Contrastive Representation for Multiple Degradations|Code|| |2024|ICPR|DocHFormer: Document Image
Dewarping via Harmonized Modeling of Hierarchical Priors||| |2024|CVPR|DocRes: a generalist model toward unifying document image restoration tasks|Code|| |2025|IJCV|DocScanner: Robust Document Image Rectification with Progressive Learning|Code|Link| |2025|WACV|DocMatcher: Document Image Dewarping via Structural and Textual Line Matching|Code|| |2025|ICDAR|DAA-Net: Dynamic Adaptive Aggregation Network for Document Image Rectification||| |2025|ACM MM|Uni-DocDiff: A Unified Document Restoration Model Based on Diffusion||| |2025|CVPR|Document Image Rectification using Stable Diffusion Transformer||| |2025
|SIGGRAPH|DvD: Unleashing a Generative Paradigm for Document Dewarping via Coordinates-based Diffusion Model|Code|| |2025|ICCV|ForCenNet: Foreground-Centric