Awesome-Signature-Verification

A curated, non-exhaustive list of papers and related resources in handwritten signature verification using ML/DL techniques.

Associated blog post: Handwritten Signature Verification

This collection will be frequently updated with newer papers. Otherwise, please feel free to submit a PR for a quicker inclusion of papers!

Note: Since this is a vast domain with sufficiently large number of published papers over the years, it is not possible and also somewhat inconvenient for the readers to provide such a near-exhaustive collection. Thus, this list only constitutes the more recent (2016 onwards) and typically those papers that have been published in reputed venues. For a basic understanding, readers are reccomended to first go through some of the survey papers cited below.

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Survey papers
Offline Signature Verification
Online Signature Verification

Survey papers

Offline Signature Verification

Paper	Conference/Journal	Year
Signature Detection, Restoration, and Verification: A Novel Chinese Document Signature Forgery Detection Benchmark	CVPR Workshops	2022
A Two-Stage Siamese Network Model for Offline Handwritten Signature Verification	Symmetry, MDPI	2022
Multilingual Offline Signature Verification Based on Improved Inverse Discriminator Network	Information, MDPI	2022
SWIS: Self-Supervised Representation Learning For Writer Independent Offline Signature Verification	IEEE ICIP	2022
DeepSignature: fine-tuned transfer learning based signature verification system	Multimedia Tools and Applications, Springer	2022
SURDS: Self-Supervised Attention-guided Reconstruction and Dual Triplet Loss for Writer Independent Offline Signature Verification	ICPR	2022
From text to signatures: Knowledge transfer for efficient deep feature learning in offline signature verification	ESWA, Elsevier	2022
R-SigNet: Reduced space writer-independent feature learning for offline writer-dependent signature verification	Pattern Recognition Letters, Elsevier	2021
Deep learning-based data augmentation method and signature verification system for offline handwritten signature	Pattern Analysis and Applications, Springer	2021
Offline signature verification system: a graph neural network based approach	AIHC, Springer	2021
A Recurrent Neural Network based deep learning model for offline signature verification and recognition system	ESWA, Elsevier	2021
Offline signature verification using a region based deep metric learning network	Pattern Recognition, Elsevier	2021
A Recurrent Neural Network based deep learning model for offline signature verification and recognition system	ESWA, Elsevier	2021
CBCapsNet: A novel writer-independent offline signature verification model using a CNN-based architecture and capsule neural networks	ESWA, Elsevier	2021
Learning the micro deformations by max-pooling for offline signature verification	Pattern Recognition, Elsevier	2021
A new wrapper feature selection method for language-invariant offline signature verification	ESWA, Elsevier	2021
Attention Based Multiple Siamese Network for Offline Signature Verification	ICDAR	2021
Learning metric features for writer-independent signature verification using dual triplet loss	ICPR	2020
Offline signature verification on real-world documents	CVPR Workshops	2020
Cut and Compare: End-to-end Offline Signature Verification Network	ICPR	2020
Offline signature verification system: a novel technique of fusion of GLCM and geometric features using SVM	Multimedia Tools and Applications, Springer	2020
A framework for offline signature verification system: Best features selection approach	Pattern Recognition Letters, Elsevier	2020
Inverse discriminative networks for handwritten signature verification	CVPR	2019
Hybrid user-independent and user-dependent offline signature verification with a two-channel CNN	CVPR Workshops	2018
Signet: Convolutional siamese network for writer independent offline signature verification	Arxiv Preprint	2017
An efficient signature verification method based on an interval symbolic representation and a fuzzy similarity measure	IEEE TIFS	2017
Learning features for offline handwritten signature verification using deep convolutional neural networks	Pattern Recognition	2017
Writer-independent feature learning for offline signature verification using deep convolutional neural networks	IJCNN	2016
Compact correlated features for writer independent signature verification	ICPR	2016

Online Signature Verification

Paper	Conference/Journal	Year
Online handwritten signature verification via network analysis	Physica A: Statistical Mechanics and its Applications, Elsevier	2022
Multi-scale residual based siamese neural network for writer-independent online signature verification	Applied Intelligence, Springer	2022
COMPOSV: compound feature extraction and depthwise separable convolution-based online signature verification	Neural Computing and Applications, Springer	2022
Online Signature Verification Using Locally Weighted Dynamic Time Warping via Multiple Fusion Strategies	IEEE Access	2022
Writer-independent online signature verification based on 2D representation of time series data using triplet supervised network	Measurement, Elsevier	2022
A two-tier ensemble approach for writer dependent online signature verification	AIHC, Springer	2021
Online signature verification based on dynamic features from gene expression programming	Multimedia Tools and Applications, Springer	2021
Time-series averaging and local stability-weighted dynamic time warping for online signature verification	Pattern Recognition, Elsevier	2021
DeepSign: Deep on-line signature verification	IEEE Transactions on Biometrics, Behavior, and Identity Science	2021
OSVFuseNet: Online Signature Verification by feature fusion and depth-wise separable convolution based deep learning	Neurocomputing, Elsevier	2020
Online signature verification using single-template matching with time-series averaging and gradient boosting	Pattern Recognition, Elsevier	2020
Prewarping Siamese network: Learning local representations for online signature verification	IEEE ICASSP	2019
Deep dynamic time warping: End-to-end local representation learning for online signature verification	ICDAR	2019
Osvnet: Convolutional siamese network for writer independent online signature verification	ICDAR	2019
Online signature verification based on string edit distance	ICDAR	2019
A stroke-based RNN for writer-independent online signature verification	ICDAR	2019
Usage of autoencoders and Siamese networks for online handwritten signature verification	Neural Computing and Applications, Springer	2019
Sm-dtw: stability modulated dynamic time warping for signature verification	Pattern Recognition Letters, Elsevier	2019
VerSig: a new approach for online signature verification	Cluster Computing, Springer	2019
Online signature verification modeled by stability oriented reference signatures	Information Sciences, Elsevier	2018
Online handwritten signature verification using feature weighting algorithm relief	Soft Computing, Springer	2018
Online signature verification by spectrogram analysis	Applied Intelligence, Springer	2018
Discriminative feature selection for on-line signature verification	Pattern Recognition, Elsevier	2018
Recurrent adaptation networks for online signature verification	IEEE TIFS	2018
Online signature verification using recurrent neural network and length-normalized path signature descriptor	ICDAR	2017
Online signature verification based on writer dependent features and classifiers	Pattern Recognition Letters, Elsevier	2016
Online signature verification based on generative models	IEEE TSMC	2012
Online signature verification and recognition: An approach based on symbolic representation	IEEE TPAMI	2008
Velocity-image model for online signature verification	IEEE TIP	2006
Identity authentication using improved online signature verification method	Pattern Recognition Letters, Elsevier	2005

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