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Document Image Quality Assessment: A Survey

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-1-84628-726-8_12openalex-snapshot
The State of the Art of Document Image Degradation Modelling
inferredcites →https://doi.org/10.1007/978-3-030-01421-6_27openalex-snapshot
TextNet for Text-Related Image Quality Assessment
inferredcites →https://doi.org/10.1007/978-3-030-57058-3_13openalex-snapshot
Camera Captured DIQA with Linearity and Monotonicity Constraints
inferredcites →https://doi.org/10.1007/978-3-540-69812-8_1openalex-snapshot
DIAR: Advances in Degradation Modeling and Processing
inferredcites →https://doi.org/10.1007/978-3-642-02611-9_83openalex-snapshot
A Taxonomy for Noise in Images of Paper Documents - The Physical Noises
inferredcites →https://doi.org/10.1007/978-3-642-77281-8_26openalex-snapshot
Document Image Defect Models
inferredcites →https://doi.org/10.1007/978-981-15-5281-6_52openalex-snapshot
Effect of Different Filtering Techniques on Medical and Document Image
inferredcites →https://doi.org/10.1007/s10032-003-0117-9openalex-snapshot
Statistical image differences, degradation features, and character distance metrics
inferredcites →https://doi.org/10.1007/s10032-008-0076-2openalex-snapshot
Low quality document image modeling and enhancement
inferredcites →https://doi.org/10.1007/s10032-011-0165-5openalex-snapshot
A new PDE-based approach for singularity-preserving regularization: application to degraded characters restoration
inferredcites →https://doi.org/10.1007/s10032-017-0294-6openalex-snapshot
Handling noise in textual image resolution enhancement using online and offline learned dictionaries
inferredcites →https://doi.org/10.1007/s100320050039openalex-snapshot
Quality assessment and restoration of typewritten document images
inferredcites →https://doi.org/10.1007/s11760-016-1009-zopenalex-snapshot
Image quality assessment based on regions of interest
inferredcites →https://doi.org/10.1016/j.culher.2017.10.001openalex-snapshot
Subjective and objective quality assessment of degraded document images
inferredcites →https://doi.org/10.1016/j.eswa.2018.05.007openalex-snapshot
Blind document image quality prediction based on modification of quality aware clustering method integrating a patch selection strategy
inferredcites →https://doi.org/10.1016/j.image.2019.04.009openalex-snapshot
Blind quality assessment metric and degradation classification for degraded document images
inferredcites →https://doi.org/10.1016/j.neucom.2015.11.101openalex-snapshot
Learning a blind quality evaluation engine of screen content images
inferredcites →https://doi.org/10.1016/j.neucom.2020.02.084openalex-snapshot
Unified non-uniform scale adaptive sampling model for quality assessment of natural scene and screen content images
inferredcites →https://doi.org/10.1016/s0167-8655(98)00107-xopenalex-snapshot
Characterization of image degradation caused by scanning
inferredcites →https://doi.org/10.1016/s0262-8856(98)00068-7openalex-snapshot
The function of documents
inferredcites →https://doi.org/10.1080/02564602.2016.1151385openalex-snapshot
No-reference/Blind Image Quality Assessment: A Survey
inferredcites →https://doi.org/10.1088/1742-6596/1828/1/012033openalex-snapshot
A Document Image Dataset for Quality Assessment
inferredcites →https://doi.org/10.1108/17563780910939282openalex-snapshot
Binarization of pre‐filtered historical manuscripts images
inferredcites →https://doi.org/10.1109/34.481536openalex-snapshot
Validation of image defect models for optical character recognition
inferredcites →https://doi.org/10.1109/34.625107openalex-snapshot
Large-scale simulation studies in image pattern recognition
inferredcites →https://doi.org/10.1109/34.888707openalex-snapshot
A statistical, nonparametric methodology for document degradation model validation
inferredcites →https://doi.org/10.1109/access.2019.2943319openalex-snapshot
A Comprehensive Performance Evaluation of Image Quality Assessment Algorithms
inferredcites →https://doi.org/10.1109/asar.2018.8480372openalex-snapshot
MHDID: A Multi-distortion Historical Document Image Database
inferredcites →https://doi.org/10.1109/biosig52210.2021.9548294openalex-snapshot
Image Quality Assessment on Identity Documents
inferredcites →https://doi.org/10.1109/confluence.2016.7508157openalex-snapshot
An analysis of vision based techniques for quality assessment and enhancement of camera captured document images
inferredcites →https://doi.org/10.1109/cvpr.2013.132openalex-snapshot
Real-Time No-Reference Image Quality Assessment Based on Filter Learning
inferredcites →https://doi.org/10.1109/das.2014.11openalex-snapshot
Combining Focus Measure Operators to Predict OCR Accuracy in Mobile-Captured Document Images
inferredcites →https://doi.org/10.1109/das.2014.25openalex-snapshot
Efficient Example-Based Super-Resolution of Single Text Images Based on Selective Patch Processing
inferredcites →https://doi.org/10.1109/das.2014.72openalex-snapshot
OCR Performance Prediction Using a Bag of Allographs and Support Vector Regression
inferredcites →https://doi.org/10.1109/das.2016.24openalex-snapshot
Document Image Quality Assessment Using Discriminative Sparse Representation
inferredcites →https://doi.org/10.1109/das.2016.33openalex-snapshot
Document Image Quality Assessment Based on Texture Similarity Index
inferredcites →https://doi.org/10.1109/das.2016.53openalex-snapshot
Automatic Selection of Parameters for Document Image Enhancement Using Image Quality Assessment
inferredcites →https://doi.org/10.1109/das.2018.14openalex-snapshot
Learning Surrogate Models of Document Image Quality Metrics for Automated Document Image Processing
inferredcites →https://doi.org/10.1109/das.2018.32openalex-snapshot
Predicting Mobile-Captured Document Images Sharpness Quality
inferredcites →https://doi.org/10.1109/das.2018.42openalex-snapshot
"Quality" vs. "Readability" in Document Images: Statistical Analysis of Human Perception
inferredcites →https://doi.org/10.1109/dial.2006.23openalex-snapshot
Improving the Quality of Degraded Document Images
inferredcites →https://doi.org/10.1109/euvip.2018.8611786openalex-snapshot
Towards Physical Distortion Identification and Removal in Document Images
inferredcites →https://doi.org/10.1109/icdar.1993.395633openalex-snapshot
Global and local document degradation models
inferredcites →https://doi.org/10.1109/icdar.1993.395692openalex-snapshot
Sorting qualities of handwritten Chinese characters for setting up a research database
inferredcites →https://doi.org/10.1109/icdar.1993.395781openalex-snapshot
Document image defect models and their uses
inferredcites →https://doi.org/10.1109/icdar.1995.599003openalex-snapshot
Prediction of OCR accuracy using simple image features
inferredcites →https://doi.org/10.1109/icdar.1995.602007openalex-snapshot
Power functions and their use in selecting distance functions for document degradation model validation
inferredcites →https://doi.org/10.1109/icdar.1999.791824openalex-snapshot
Document image quality: making fine discriminations
inferredcites →https://doi.org/10.1109/icdar.1999.791825openalex-snapshot
A two-state Markov chain model of degraded document images
inferredcites →https://doi.org/10.1109/icdar.2001.953968openalex-snapshot
Scanner parameter estimation using bilevel scans of star charts
inferredcites →https://doi.org/10.1109/icdar.2003.1227717openalex-snapshot
Automatic filter selection using image quality assessment
inferredcites →https://doi.org/10.1109/icdar.2007.4376979openalex-snapshot
Assessing and Improving the Quality of Document Images Acquired with Portable Digital Cameras
inferredcites →https://doi.org/10.1109/icdar.2007.4378715openalex-snapshot
Human Image Preference and Document Degradation Models
inferredcites →https://doi.org/10.1109/icdar.2011.284openalex-snapshot
Quality Evaluation of Character Image Database and Its Application
inferredcites →https://doi.org/10.1109/icdar.2011.301openalex-snapshot
Historical Document Layout Analysis Competition
inferredcites →https://doi.org/10.1109/icdar.2013.148openalex-snapshot
Document Image Quality Assessment: A Brief Survey
inferredcites →https://doi.org/10.1109/icdar.2015.7333747openalex-snapshot
Document image quality assessment based on improved gradient magnitude similarity deviation
inferredcites →https://doi.org/10.1109/icdar.2015.7333866openalex-snapshot
Document image OCR accuracy prediction via latent Dirichlet allocation
inferredcites →https://doi.org/10.1109/icdar.2015.7333960openalex-snapshot
SmartDoc-QA: A dataset for quality assessment of smartphone captured document images - single and multiple distortions
inferredcites →https://doi.org/10.1109/icdar.2017.139openalex-snapshot
Attention Based RNN Model for Document Image Quality Assessment
inferredcites →https://doi.org/10.1109/icdar.2019.00094openalex-snapshot
Towards Document Image Quality Assessment: A Text Line Based Framework and a Synthetic Text Line Image Dataset
inferredcites →https://doi.org/10.1109/icdar.2019.00201openalex-snapshot
A New Document Image Quality Assessment Method Based on Hast Derivations
inferredcites →https://doi.org/10.1109/icdar.2019.00221openalex-snapshot
A Deep Transfer Learning Approach to Document Image Quality Assessment
inferredcites →https://doi.org/10.1109/icip.1995.538547openalex-snapshot
Image quality and readability
inferredcites →https://doi.org/10.1109/icip.2001.958035openalex-snapshot
Proceedings 2001 International Conference On Image Processing
inferredcites →https://doi.org/10.1109/icip.2011.6116204openalex-snapshot
Automated image quality assessment for camera-captured OCR
inferredcites →https://doi.org/10.1109/icip.2014.7025520openalex-snapshot
A deep learning approach to document image quality assessment
inferredcites →https://doi.org/10.1109/icip.2016.7532968openalex-snapshot
No-reference document image quality assessment based on high order image statistics
inferredcites →https://doi.org/10.1109/icpr.2000.905409openalex-snapshot
Super-resolution enhancement of text image sequences
inferredcites →https://doi.org/10.1109/icpr.2004.1334167openalex-snapshot
Historical document image enhancement using background light intensity normalization
inferredcites →https://doi.org/10.1109/icpr.2018.8545433openalex-snapshot
CG-DIQA: No-Reference Document Image Quality Assessment Based on Character Gradient
inferredcites →https://doi.org/10.1109/ipta.2015.7367194openalex-snapshot
Comparison of JPEG's competitors for document images
inferredcites →https://doi.org/10.1109/lsp.2003.821748openalex-snapshot
Distance-Reciprocal Distortion Measure for Binary Document Images
inferredcites →https://doi.org/10.1109/msp.2008.930649openalex-snapshot
Mean squared error: Love it or leave it? A new look at Signal Fidelity Measures
inferredcites →https://doi.org/10.1109/qomex.2011.6065702openalex-snapshot
Automatic prediction of saliency on JPEG distorted images
inferredcites →https://doi.org/10.1109/tcsvt.2019.2951747openalex-snapshot
Perceptual Quality Assessment for Screen Content Images by Spatial Continuity
inferredcites →https://doi.org/10.1109/tip.2003.819861openalex-snapshot
Image quality assessment: from error visibility to structural similarity
inferredcites →https://doi.org/10.1109/tip.2010.2052820openalex-snapshot
Automatic Parameter Selection for Denoising Algorithms Using a No-Reference Measure of Image Content
inferredcites →https://doi.org/10.1109/tip.2015.2465145openalex-snapshot
Perceptual Quality Assessment of Screen Content Images
inferredcites →https://doi.org/10.1109/tip.2017.2711279openalex-snapshot
No-Reference Quality Assessment of Screen Content Pictures
inferredcites →https://doi.org/10.1109/tpami.1982.4767199openalex-snapshot
A Method for Selecting Constrained Hand-Printed Character Shapes for Machine Recognition
inferredcites →https://doi.org/10.1109/tpami.2004.1265867openalex-snapshot
Estimating degradation model parameters using neighborhood pattern distributions: an optimization approach
inferredcites →https://doi.org/10.1109/tpami.2006.40openalex-snapshot
Restoring warped document images through 3D shape modeling
inferredcites →https://doi.org/10.1109/tpami.2016.2551244openalex-snapshot
$L_0$ -Regularized Intensity and Gradient Prior for Deblurring Text Images and Beyond
inferredcites →https://doi.org/10.1109/tsmca.2011.2170417openalex-snapshot
Character-Based Automated Human Perception Quality Assessment in Document Images
inferredcites →https://doi.org/10.1117/1.3267105openalex-snapshot
Most apparent distortion: full-reference image quality assessment and the role of strategy
inferredcites →https://doi.org/10.1117/12.706484openalex-snapshot
Degraded document image enhancement
inferredcites →https://doi.org/10.1117/12.766784openalex-snapshot
Correlating degradation models and image quality metrics
inferredcites →https://doi.org/10.1145/2168556.2168593openalex-snapshot
Towards robust gaze-based objective quality measures for text
inferredcites →https://doi.org/10.1145/313238.313387openalex-snapshot
Quality of OCR for degraded text images
inferredcites →https://doi.org/10.1145/3507901openalex-snapshot
Face Image Quality Assessment: A Literature Survey
inferredcites →https://doi.org/10.21236/ada447997openalex-snapshot
Groundtruth Generation and Document Image Degradation
inferredcites →https://doi.org/10.2352/issn.2470-1173.2020.9.iqsp-323openalex-snapshot
Document Image Quality Assessment with Relaying Reference to Determine Minimum Readable Resolution for Compression
inferredcites →https://doi.org/10.23919/eusipco55093.2022.9909529openalex-snapshot
Towards Refining ID Cards Presentation Attack Detection Systems using Face Quality Index
inferredcites →https://doi.org/10.23919/eusipco55093.2022.9909773openalex-snapshot
Identity Documents Image Quality Assessment
inferredcites →https://doi.org/10.3390/jimaging6100102openalex-snapshot
CleanPage: Fast and Clean Document and Whiteboard Capture
inferredcites →https://doi.org/10.3390/jimaging7090168openalex-snapshot
SEDIQA: Sound Emitting Document Image Quality Assessment in a Reading Aid for the Visually Impaired
inferredcites →https://doi.org/10.3390/math9172155openalex-snapshot
A Method of Image Quality Assessment for Text Recognition on Camera-Captured and Projectively Distorted Documents

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1007/978-3-031-70543-4_6openalex-snapshot
On Image Processing and Pattern Recognition for Thermograms of Watermarks in Manuscripts – A First Proof-of-Concept
inferred← citeshttps://doi.org/10.1007/978-3-032-27538-7_65openalex-snapshot
Photographic Language and Peruvian Gastronomy in the Digital Era
inferred← citeshttps://doi.org/10.1007/978-3-032-30552-7_2openalex-snapshot
An Adaptive Preprocessing Pipeline Framework for Enhanced OCR Accuracy on Scanned Documents
inferred← citeshttps://doi.org/10.1007/978-981-95-5682-3_30openalex-snapshot
Q-Doc: Benchmarking Document Image Quality Assessment Capabilities in Multi-modal Large Language Models
inferred← citeshttps://doi.org/10.1007/s11135-025-02404-3openalex-snapshot
Image discrimination robustness of classical image quality metrics: an analysis on MAE, MSE, ERGAS, LMSE, SSIM, SAM, UIQI, PSNR, NIQE, PIQE, SNR, VIF, FSIM, GMSD, and NCC
inferred← citeshttps://doi.org/10.1016/j.daai.2026.100084openalex-snapshot
Predicting perceptual readability of degraded visual markings using pretrained visual representations
inferred← citeshttps://doi.org/10.1108/dta-07-2025-0596openalex-snapshot
Deep-shallow feature fusion for assessing document image quality
inferred← citeshttps://doi.org/10.1109/access.2024.3506273openalex-snapshot
IQA Vision Transformed: A Survey of Transformer Architectures in Perceptual Image Quality Assessment
inferred← citeshttps://doi.org/10.1109/access.2025.3618109openalex-snapshot
Systematic Literature Review of Machine Learning Models and Applications for Text Recognition
inferred← citeshttps://doi.org/10.1109/cisp-bmei68103.2025.11259279openalex-snapshot
Image Enhancement and Recognition in Safety Supervision Scenarios Based on Multimodal Large Models
inferred← citeshttps://doi.org/10.1109/iccvw69036.2025.00363openalex-snapshot
DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment
inferred← citeshttps://doi.org/10.1109/iccvw69036.2025.00417openalex-snapshot
Predictive Quality Assessment for Mobile Secure Graphics
inferred← citeshttps://doi.org/10.1109/icic68054.2025.11309527openalex-snapshot
Personal Document Classification using Deep Learning Approach: a Comparative Study of CNN, MobileNetV2, and Vision Transformers
inferred← citeshttps://doi.org/10.1109/iciss66954.2025.11389346openalex-snapshot
Automated System for Monitoring and Evaluation of Environmental Document Revision Based on Text Extraction and Data Analysis Technology
inferred← citeshttps://doi.org/10.1109/icocwc60930.2024.10470872openalex-snapshot
Retracted: Assessment of Image Blurriness in Different Compression Formats
inferred← citeshttps://doi.org/10.1109/tip.2026.3722437openalex-snapshot
Character Transformation Artifact: Perception, Prediction, and Representative Application in Image Quality Assessment
inferred← citeshttps://doi.org/10.1145/3749369openalex-snapshot
Deep Learning Based Key Information Extraction from Business Documents: Systematic Literature Review
inferred← citeshttps://doi.org/10.1145/3805622.3810631openalex-snapshot
ICSGDiff: A Multimodal Structure-Aware Diffusion Network for Restoring Ancient Bamboo Slips
inferred← citeshttps://doi.org/10.21203/rs.3.rs-8842898/v1openalex-snapshot
Beyond Accuracy: A Critical Review of Document Image Binarization Evaluation Practices
inferred← citeshttps://doi.org/10.3389/frsip.2026.1779355openalex-snapshot
Optical character recognition based document image quality assessment
inferred← citeshttps://doi.org/10.3390/app15148063openalex-snapshot
Task-Driven Real-World Super-Resolution of Document Scans
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