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Deep neural networks-based offline writer identification using heterogeneous handwriting data: an evaluation via a novel standard dataset

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

inferredcites →https://doi.org/10.1007/978-0-387-77244-8_5openalex-snapshot
Overfitting and optimism in prediction models
inferredcites →https://doi.org/10.1007/978-3-030-00665-5_22openalex-snapshot
Text-Independent Handwriting Classification Using Line and Texture-Based Features
inferredcites →https://doi.org/10.1007/978-3-030-16399-0_5openalex-snapshot
Overfitting and Optimism in Prediction Models
inferredcites →https://doi.org/10.1007/978-3-7908-2604-3_16openalex-snapshot
Large-Scale Machine Learning with Stochastic Gradient Descent
inferredcites →https://doi.org/10.1007/978-981-10-6319-0_11openalex-snapshot
Writer Identification System for Handwritten Gurmukhi Characters: Study of Different Feature-Classifier Combinations
inferredcites →https://doi.org/10.1007/b117227openalex-snapshot
Biometrics: Personal Identification in Networked Society
inferredcites →https://doi.org/10.1007/s10032-020-00350-4openalex-snapshot
Fast multi-language LSTM-based online handwriting recognition
inferredcites →https://doi.org/10.1007/s100320200071openalex-snapshot
The IAM-database: an English sentence database for offline handwriting recognition
inferredcites →https://doi.org/10.1007/s12652-019-01199-0openalex-snapshot
CNNs hard voting for multi-focus image fusion
inferredcites →https://doi.org/10.1016/0925-2312(93)90042-2openalex-snapshot
Parallel backpropagation learning algorithms on CRAY Y-MP8/864 supercomputer
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Developing an efficient deep neural network for automatic detection of COVID-19 using chest X-ray images
inferredcites →https://doi.org/10.1016/j.apacoust.2020.107402openalex-snapshot
Developing deep neural network for damage detection of beam-like structures using dynamic response based on FE model and real healthy state
inferredcites →https://doi.org/10.1016/j.bspc.2015.09.002openalex-snapshot
Computer-aided sleep staging using Complete Ensemble Empirical Mode Decomposition with Adaptive Noise and bootstrap aggregating
inferredcites →https://doi.org/10.1016/j.eswa.2015.11.002openalex-snapshot
Writer identification using texture descriptors of handwritten fragments
inferredcites →https://doi.org/10.1016/j.eswa.2016.11.012openalex-snapshot
Robust off-line text independent writer identification using bagged discrete cosine transform features
inferredcites →https://doi.org/10.1016/j.eswa.2017.10.010openalex-snapshot
Block wise local binary count for off-Line text-independent writer identification
inferredcites →https://doi.org/10.1016/j.forsciint.2019.05.014openalex-snapshot
Handwriting based writer recognition using implicit shape codebook
inferredcites →https://doi.org/10.1016/j.ipm.2017.09.005openalex-snapshot
Writer identification approach based on bag of words with OBI features
inferredcites →https://doi.org/10.1016/j.jneumeth.2019.108312openalex-snapshot
Deep convolutional neural network for classification of sleep stages from single-channel EEG signals
inferredcites →https://doi.org/10.1016/j.neucom.2016.11.023openalex-snapshot
G-MS2F: GoogLeNet based multi-stage feature fusion of deep CNN for scene recognition
inferredcites →https://doi.org/10.1016/j.patcog.2017.10.013openalex-snapshot
Recent advances in convolutional neural networks
inferredcites →https://doi.org/10.1016/j.patcog.2018.11.003openalex-snapshot
Deep adaptive learning for writer identification based on single handwritten word images
inferredcites →https://doi.org/10.1016/j.patcog.2019.01.006openalex-snapshot
Wider or Deeper: Revisiting the ResNet Model for Visual Recognition
inferredcites →https://doi.org/10.1016/j.procs.2010.12.027openalex-snapshot
Offline signature recognition using neural networks approach
inferredcites →https://doi.org/10.1016/j.ymssp.2017.06.022openalex-snapshot
A deep convolutional neural network with new training methods for bearing fault diagnosis under noisy environment and different working load
inferredcites →https://doi.org/10.1016/s0031-3203(99)00006-0openalex-snapshot
Personal identification based on handwriting
inferredcites →https://doi.org/10.1021/ci0342472openalex-snapshot
The Problem of Overfitting
inferredcites →https://doi.org/10.1049/iet-bmt.2018.5009openalex-snapshot
Improving Arabic writer identification using score‐level fusion of textural descriptors
inferredcites →https://doi.org/10.1109/access.2018.2890810openalex-snapshot
Automatic Visual Features for Writer Identification: A Deep Learning Approach
inferredcites →https://doi.org/10.1109/access.2019.2899908openalex-snapshot
An Empirical Study on Writer Identification and Verification From Intra-Variable Individual Handwriting
inferredcites →https://doi.org/10.1109/access.2020.2994248openalex-snapshot
Exploring Deep Learning Approaches to Recognize Handwritten Arabic Texts
inferredcites →https://doi.org/10.1109/access.2020.2994290openalex-snapshot
Comparative Study on Deep Convolution Neural Networks DCNN-Based Offline Arabic Handwriting Recognition
inferredcites →https://doi.org/10.1109/access.2020.3011877openalex-snapshot
Automatic Identification of Epileptic Seizures From EEG Signals Using Sparse Representation-Based Classification
inferredcites →https://doi.org/10.1109/access.2020.3011882openalex-snapshot
Recognizing Emotions Evoked by Music Using CNN-LSTM Networks on EEG Signals
inferredcites →https://doi.org/10.1109/cvpr.2018.00291openalex-snapshot
CondenseNet: An Efficient DenseNet Using Learned Group Convolutions
inferredcites →https://doi.org/10.1109/das.2018.76openalex-snapshot
Gaussian Process Classification as Metric Learning for Forensic Writer Identification
inferredcites →https://doi.org/10.1109/das.2018.9openalex-snapshot
Encoding CNN Activations for Writer Recognition
inferredcites →https://doi.org/10.1109/icdar.2009.290openalex-snapshot
A New Method for Writer Identification of Handwritten Farsi Documents
inferredcites →https://doi.org/10.1109/icdar.2013.117openalex-snapshot
CVL-DataBase: An Off-Line Database for Writer Retrieval, Writer Identification and Word Spotting
inferredcites →https://doi.org/10.1109/icfhr.2016.0112openalex-snapshot
DeepWriter: A Multi-stream Deep CNN for Text-Independent Writer Identification
inferredcites →https://doi.org/10.1109/ictta.2006.1684675openalex-snapshot
A Novel Fuzzy Classifier using Fuzzy LVQ to Recognize Online Persian Handwriting
inferredcites →https://doi.org/10.1109/tencon.2019.8929229openalex-snapshot
Pixel-wise Segmentation of Right Ventricle of Heart
inferredcites →https://doi.org/10.1109/thms.2016.2634921openalex-snapshot
End-to-End Online Writer Identification With Recurrent Neural Network
inferredcites →https://doi.org/10.1109/tifs.2014.2301274openalex-snapshot
Offline Text-Independent Writer Identification Based on Scale Invariant Feature Transform
inferredcites →https://doi.org/10.1109/tifs.2016.2604213openalex-snapshot
Cognitive-Biometric Recognition From Language Usage: A Feasibility Study
inferredcites →https://doi.org/10.1109/tifs.2019.2894031openalex-snapshot
Characterizing and Evaluating Adversarial Examples for Offline Handwritten Signature Verification
inferredcites →https://doi.org/10.1109/tpami.2007.1009openalex-snapshot
Text-Independent Writer Identification and Verification Using Textural and Allographic Features
inferredcites →https://doi.org/10.1145/1102351.1102363openalex-snapshot
Learning to rank using gradient descent
inferredcites →https://doi.org/10.1145/3352020.3352024openalex-snapshot
Analysis of DAWNBench, a Time-to-Accuracy Machine Learning Performance Benchmark
inferredcites →https://doi.org/10.1162/089976604773135104openalex-snapshot
Are Loss Functions All the Same?
inferredcites →https://doi.org/10.1177/1475921720932614openalex-snapshot
Deep neural networks–based damage detection using vibration signals of finite element model and real intact state: An evaluation via a lab-scale offshore jacket structure
inferredcites →https://doi.org/10.1520/jfs15447jopenalex-snapshot
Individuality of Handwriting
inferredcites →https://doi.org/10.1520/jfs15518jopenalex-snapshot
The Use of SEM/EDS Analysis to Distinguish Dental and Osseus Tissue from Other Materials
inferredcites →https://doi.org/10.1609/aaai.v31i1.11231openalex-snapshot
Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning
inferredcites →https://doi.org/10.2174/1874110x01812010042openalex-snapshot
Online-KHATT: An Open-Vocabulary Database for Arabic Online-Text Processing
inferredcites →https://doi.org/10.24017/science.2017.3.64openalex-snapshot
Writer Identification on Multi-Script Handwritten Using Optimum Features
inferredcites →https://doi.org/10.3390/electronics8040391openalex-snapshot
Writer Identification Using Handwritten Cursive Texts and Single Character Words
inferredcites →https://doi.org/10.3390/s150305627openalex-snapshot
An SVM-Based Solution for Fault Detection in Wind Turbines
inferredcites →https://doi.org/10.3844/jcssp.2018.210.220openalex-snapshot
Fuzzy ARTMAP Approach for Arabic Writer Identification using Novel Features Fusion
inferredcites →https://doi.org/10.4467/20838476si.18.004.10409openalex-snapshot
LOSSGRAD: Automatic Learning Rate in Gradient Descent
inferredcites →https://doi.org/10.48550/arxiv.1207.0580openalex-snapshot
Improving neural networks by preventing co-adaptation of feature detectors
inferredcites →https://doi.org/10.48550/arxiv.1404.1869openalex-snapshot
DenseNet: Implementing Efficient ConvNet Descriptor Pyramids
inferredcites →https://doi.org/10.48550/arxiv.1412.6980openalex-snapshot
Adam: A Method for Stochastic Optimization
inferredcites →https://doi.org/10.48550/arxiv.1711.04325openalex-snapshot
Extremely Large Minibatch SGD: Training ResNet-50 on ImageNet in 15 Minutes
inferredcites →https://doi.org/10.48550/arxiv.1801.01973openalex-snapshot
A Note on the Inception Score

What points at this work

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

inferred← citeshttps://doi.org/10.2139/ssrn.4129751openalex-extracted
Offline Text-Independent Writer Identification Using a Codebook with Structural Features
inferred← citeshttps://doi.org/10.1007/978-3-032-22567-2_34openalex-snapshot
LBP and LPQ-Based Writer Identification: A Study of Encoding Techniques for Robust Performance
inferred← citeshttps://doi.org/10.1007/978-3-032-22567-2_38openalex-snapshot
Advanced Texture Analysis for Writer Identification: the Orientation of Pixels in Handwritten Fragments
inferred← citeshttps://doi.org/10.1007/978-981-19-2358-6_40openalex-snapshot
Analysis of Existing Algorithms for Verifying Gurmukhi Scripts and the Shortfall
inferred← citeshttps://doi.org/10.1007/978-981-19-5224-1_59openalex-snapshot
Recognition of Struck Out Words Using a Deep Learning Approach
inferred← citeshttps://doi.org/10.1007/s10032-025-00536-8openalex-snapshot
Binary Neighbors Model (BNM) : An LBP-Inspired Descriptor for Offline Writer Identification
inferred← citeshttps://doi.org/10.1007/s42979-026-04890-0openalex-snapshot
Exploring Urdu OCR Systems Across Handwritten, Printed, Online, Offline, Multilingual, Natural Scene, and Video Scenarios: A Comprehensive Review
inferred← citeshttps://doi.org/10.1109/icccnt56998.2023.10308106openalex-snapshot
Review on Writer Identification and Verification Methods
inferred← citeshttps://doi.org/10.1109/icesc65114.2025.11212343openalex-snapshot
Smart Interactive Scribe Set for Children With Specific Learning Disability
inferred← citeshttps://doi.org/10.1109/ickecs61492.2024.10617014openalex-snapshot
Automated Handwritten Letter Recognition using Optimized Deep Learning Model
inferred← citeshttps://doi.org/10.1109/icssit69151.2026.11656512openalex-snapshot
Hybrid Deep Learning for Human Behaviour Analysis with Handwritten Data
inferred← citeshttps://doi.org/10.1186/s40494-023-00873-zopenalex-snapshot
A novel methodology for writer (hand) identification: establishing Rigas Feraios wrote two important Greek documents discovered in Romania
inferred← citeshttps://doi.org/10.1371/journal.pone.0284680openalex-snapshot
Offline text-independent writer identification using a codebook with structural features
inferred← citeshttps://doi.org/10.14569/ijacsa.2024.0150631openalex-snapshot
Increasing the Accuracy of Writer Identification Based on Bee Colony Optimization Algorithm and Hybrid Deep Learning Method
inferred← citeshttps://doi.org/10.30764/1819-2785-2025-1-44-65openalex-snapshot
Using Artificial Neural Networks for Solving Forensic Handwriting Examination Problems: Foreign Experience Analysis
inferred← citeshttps://doi.org/10.32604/cmc.2023.035279openalex-snapshot
Supervised Feature Learning for Offline Writer Identification Using VLAD and Double Power Normalization
inferred← citeshttps://doi.org/10.7717/peerj-cs.955openalex-snapshot
Writer verification of partially damaged handwritten Arabic documents based on individual character shapes
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