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https://github.com/soumitri2001/awesome-signature-verification

A curated, non-exhaustive list of papers in handwritten signature verification using ML/DL techniques.
https://github.com/soumitri2001/awesome-signature-verification
List: awesome-signature-verification
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A curated, non-exhaustive list of papers in handwritten signature verification using ML/DL techniques.
Host: GitHub
URL: https://github.com/soumitri2001/awesome-signature-verification
Owner: soumitri2001
License: mit
Created: 2022-06-14T22:27:16.000Z (over 2 years ago)
Default Branch: main
Last Pushed: 2022-10-09T14:07:10.000Z (almost 2 years ago)
Last Synced: 2024-05-23T07:14:55.384Z (4 months ago)
Topics: awesome-list, awesome-signature-verification, deep-learning, feature-extraction, handwriting, signature-verification
Homepage: https://heartbeat.comet.ml/handwritten-signature-verification-9f7f9c5df008
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Stars: 14
Watchers: 1
Forks: 0
Open Issues: 0
Metadata Files:
- Readme: README.md
- License: LICENSE
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README

        # 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**](https://heartbeat.comet.ml/handwritten-signature-verification-9f7f9c5df008)

> 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.

**Quick Navigation**

- [Survey papers](#survey-papers)

- [**Offline** Signature Verification](#offline-signature-verification)

- [**Online** Signature Verification](#online-signature-verification)

## Survey papers

- [Signature identifcation and verifcation techniques: state‑of‑the‑art work](https://link.springer.com/content/pdf/10.1007/s12652-021-03356-w.pdf)

- [Offline Signature verification: A Systematic Review](https://www.researchsquare.com/article/rs-1723015/latest.pdf)

- [Machine learning-based offline signature verification systems: a systematic review](https://www.sciencedirect.com/science/article/pii/S0923596521000047)

- [Online Handwritten Signature Verification: The State of the Art](https://link.springer.com/chapter/10.1007/978-3-030-33491-8_39)

- [An Inclusive Survey on Signature Recognition System](https://link.springer.com/chapter/10.1007/978-3-030-71187-0_98)

- [Survey of preprocessing techniques and classification approaches in online signature verification](https://link.springer.com/chapter/10.1007/978-3-030-50347-5_23)

- [Automatic signature verification: The state of the art](https://ieeexplore.ieee.org/abstract/document/4603099)

- [Offline handwritten signature verification — literature review](https://ieeexplore.ieee.org/iel7/8304402/8310074/08310112.pdf)

## Offline Signature Verification

| Paper | Conference/Journal | Year |

| --- | --- | --- |

| [Signature Detection, Restoration, and Verification: A Novel Chinese Document Signature Forgery Detection Benchmark](https://openaccess.thecvf.com/content/CVPR2022W/SketchDL/html/Yan_Signature_Detection_Restoration_and_Verification_A_Novel_Chinese_Document_Signature_CVPRW_2022_paper.html) | CVPR Workshops | 2022 |

| [A Two-Stage Siamese Network Model for Offline Handwritten Signature Verification](https://www.mdpi.com/2073-8994/14/6/1216/pdf?version=1655034153) | Symmetry, MDPI |  2022 |

| [Multilingual Offline Signature Verification Based on Improved Inverse Discriminator Network](https://www.mdpi.com/2078-2489/13/6/293/pdf?version=1654772784) | Information, MDPI | 2022 |

| [SWIS: Self-Supervised Representation Learning For Writer Independent Offline Signature Verification](https://arxiv.org/abs/2202.13078) | IEEE ICIP | 2022 |

| [DeepSignature: fine-tuned transfer learning based signature verification system](https://link.springer.com/article/10.1007/s11042-022-12782-7) | Multimedia Tools and Applications, Springer | 2022 |

| [SURDS: Self-Supervised Attention-guided Reconstruction and Dual Triplet Loss for Writer Independent Offline Signature Verification](https://arxiv.org/abs/2201.10138) | ICPR | 2022 |

| [From text to signatures: Knowledge transfer for efficient deep feature learning in offline signature verification](https://www.sciencedirect.com/science/article/pii/S0957417421014652) | ESWA, Elsevier | 2022 |

| [R-SigNet: Reduced space writer-independent feature learning for offline writer-dependent signature verification](https://www.sciencedirect.com/science/article/pii/S0167865521002634) | Pattern Recognition Letters, Elsevier | 2021 |

| [Deep learning-based data augmentation method and signature verification system for offline handwritten signature](https://link.springer.com/article/10.1007/s10044-020-00912-6) | Pattern Analysis and Applications, Springer | 2021 |

| [Offline signature verification system: a graph neural network based approach](https://link.springer.com/article/10.1007/s12652-021-03592-0) | AIHC, Springer | 2021 |

| [A Recurrent Neural Network based deep learning model for offline signature verification and recognition system](https://www.sciencedirect.com/science/article/pii/S0957417420309659) | ESWA, Elsevier | 2021 |

| [Offline signature verification using a region based deep metric learning network](https://www.sciencedirect.com/science/article/pii/S0031320321001965) | Pattern Recognition, Elsevier | 2021 |

| [A Recurrent Neural Network based deep learning model for offline signature verification and recognition system](https://www.sciencedirect.com/science/article/pii/S0957417420309659) | ESWA, Elsevier | 2021 |

| [CBCapsNet: A novel writer-independent offline signature verification model using a CNN-based architecture and capsule neural networks](https://www.sciencedirect.com/science/article/pii/S095741742101040X) | ESWA, Elsevier | 2021 |

| [Learning the micro deformations by max-pooling for offline signature verification](https://www.sciencedirect.com/science/article/pii/S0031320321001953) | Pattern Recognition, Elsevier | 2021 |

| [A new wrapper feature selection method for language-invariant offline signature verification](https://www.sciencedirect.com/science/article/pii/S0957417421011313) | ESWA, Elsevier | 2021 |

| [Attention Based Multiple Siamese Network for Offline Signature Verification](https://link.springer.com/chapter/10.1007/978-3-030-86334-0_22) | ICDAR | 2021 |

| [Learning metric features for writer-independent signature verification using dual triplet loss](https://ieeexplore.ieee.org/iel7/9411940/9411911/09413091.pdf) | ICPR | 2020 |

| [Offline signature verification on real-world documents](http://openaccess.thecvf.com/content_CVPRW_2020/papers/w48/Engin_Offline_Signature_Verification_on_Real-World_Documents_CVPRW_2020_paper.pdf) | CVPR Workshops | 2020 |

| [Cut and Compare: End-to-end Offline Signature Verification Network](https://ieeexplore.ieee.org/iel7/9411940/9411911/09412377.pdf) | ICPR | 2020 |

| [Offline signature verification system: a novel technique of fusion of GLCM and geometric features using SVM](https://link.springer.com/article/10.1007/s11042-020-08851-4) | Multimedia Tools and Applications, Springer | 2020 |

| [A framework for offline signature verification system: Best features selection approach](https://www.sciencedirect.com/science/article/pii/S016786551830028X) | Pattern Recognition Letters, Elsevier | 2020 |

| [Inverse discriminative networks for handwritten signature verification](https://openaccess.thecvf.com/content_CVPR_2019/papers/Wei_Inverse_Discriminative_Networks_for_Handwritten_Signature_Verification_CVPR_2019_paper.pdf) | CVPR | 2019 |

| [Hybrid user-independent and user-dependent offline signature verification with a two-channel CNN](http://openaccess.thecvf.com/content_cvpr_2018_workshops/papers/w11/Yilmaz_Hybrid_User-Independent_and_CVPR_2018_paper.pdf) | CVPR Workshops | 2018 |

| [Signet: Convolutional siamese network for writer independent offline signature verification](https://arxiv.org/pdf/1707.02131) | Arxiv Preprint | 2017 |

| [An efficient signature verification method based on an interval symbolic representation and a fuzzy similarity measure](https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=7932929) | IEEE TIFS | 2017 |

| [Learning features for offline handwritten signature verification using deep convolutional neural networks](https://www.sciencedirect.com/science/article/pii/S0031320317302017) | Pattern Recognition | 2017 |

| [Writer-independent feature learning for offline signature verification using deep convolutional neural networks](https://ieeexplore.ieee.org/iel7/7593175/7726591/07727521.pdf) | IJCNN | 2016 |

| [Compact correlated features for writer independent signature verification](https://ieeexplore.ieee.org/iel7/7893644/7899596/07900163.pdf) | ICPR | 2016 |

## Online Signature Verification

| Paper | Conference/Journal | Year |

| --- | --- | --- |

| [Online handwritten signature verification via network analysis](https://www.sciencedirect.com/science/article/pii/S0378437122004022) | Physica A: Statistical Mechanics and its Applications, Elsevier | 2022 |

| [Multi-scale residual based siamese neural network for writer-independent online signature verification](https://link.springer.com/article/10.1007/s10489-022-03318-5) | Applied Intelligence, Springer | 2022 |

| [COMPOSV: compound feature extraction and depthwise separable convolution-based online signature verification](https://link.springer.com/article/10.1007/s00521-022-07018-6) | Neural Computing and Applications, Springer | 2022 |

| [Online Signature Verification Using Locally Weighted Dynamic Time Warping via Multiple Fusion Strategies](https://ieeexplore.ieee.org/iel7/6287639/9668973/09757194.pdf) | IEEE Access | 2022 |

| [Writer-independent online signature verification based on 2D representation of time series data using triplet supervised network](https://doi.org/10.1016/j.measurement.2022.111312) | Measurement, Elsevier | 2022 |

| [A two-tier ensemble approach for writer dependent online signature verification](https://link.springer.com/article/10.1007/s12652-020-02872-5) | AIHC, Springer | 2021 |

| [Online signature verification based on dynamic features from gene expression programming](https://link.springer.com/article/10.1007/s11042-021-11063-z) | Multimedia Tools and Applications, Springer | 2021 |

| [Time-series averaging and local stability-weighted dynamic time warping for online signature verification](https://www.sciencedirect.com/science/article/pii/S0031320320305021) | Pattern Recognition, Elsevier | 2021 |

| [DeepSign: Deep on-line signature verification](https://ieeexplore.ieee.org/iel7/8423754/8599058/09335993.pdf) | IEEE Transactions on Biometrics, Behavior, and Identity Science | 2021 |

| [OSVFuseNet: Online Signature Verification by feature fusion and depth-wise separable convolution based deep learning](https://www.sciencedirect.com/science/article/pii/S0925231220309231) | Neurocomputing, Elsevier | 2020 |

| [Online signature verification using single-template matching with time-series averaging and gradient boosting](https://www.sciencedirect.com/science/article/pii/S0031320320300339) | Pattern Recognition, Elsevier | 2020 |

| [Prewarping Siamese network: Learning local representations for online signature verification](https://ieeexplore.ieee.org/iel7/8671773/8682151/08683036.pdf) | IEEE ICASSP | 2019 |

| [Deep dynamic time warping: End-to-end local representation learning for online signature verification](https://ieeexplore.ieee.org/iel7/8961318/8977948/08978093.pdf) | ICDAR | 2019 |

| [Osvnet: Convolutional siamese network for writer independent online signature verification](https://ieeexplore.ieee.org/iel7/8961318/8977948/08978082.pdf) | ICDAR | 2019 |

| [Online signature verification based on string edit distance](https://link.springer.com/article/10.1007/s10032-019-00316-1) | ICDAR | 2019 |

| [A stroke-based RNN for writer-independent online signature verification](https://ieeexplore.ieee.org/iel7/8961318/8977948/08978099.pdf) | ICDAR | 2019 |

| [Usage of autoencoders and Siamese networks for online handwritten signature verification](https://link.springer.com/article/10.1007/s00521-018-3844-z) | Neural Computing and Applications, Springer | 2019 |

| [Sm-dtw: stability modulated dynamic time warping for signature verification](https://www.sciencedirect.com/science/article/pii/S0167865518303313) | Pattern Recognition Letters, Elsevier | 2019 |

| [VerSig: a new approach for online signature verification](https://link.springer.com/article/10.1007/s10586-017-1129-4) | Cluster Computing, Springer | 2019 |

| [Online signature verification modeled by stability oriented reference signatures](https://www.sciencedirect.com/science/article/pii/S0020025518304183) | Information Sciences, Elsevier | 2018 |

| [Online handwritten signature verification using feature weighting algorithm relief](https://link.springer.com/article/10.1007/s00500-018-3477-2) | Soft Computing, Springer | 2018 |

| [Online signature verification by spectrogram analysis](https://link.springer.com/article/10.1007/s10489-017-1009-x) | Applied Intelligence, Springer | 2018 |

| [Discriminative feature selection for on-line signature verification](https://www.sciencedirect.com/science/article/pii/S0031320317303850?casa_token=Z36wchYzixgAAAAA:Oz7m2RbCFVZkZ8LhBZW7jYU-Ng1mlMwcxK3TWpr6nQxtQmW_hiXnyKn1VLyU7MGz1SGGFnHYZho) | Pattern Recognition, Elsevier | 2018 |

| [Recurrent adaptation networks for online signature verification](https://ieeexplore.ieee.org/iel7/10206/4358835/08543636.pdf) | IEEE TIFS | 2018 |

| [Online signature verification using recurrent neural network and length-normalized path signature descriptor](https://ieeexplore.ieee.org/iel7/8269349/8269930/08270004.pdf) | ICDAR | 2017 |

| [Online signature verification based on writer dependent features and classifiers](https://www.sciencedirect.com/science/article/pii/S0167865516301404) | Pattern Recognition Letters, Elsevier | 2016 |

| [Online signature verification based on generative models](https://ieeexplore.ieee.org/iel5/3477/6238441/06178810.pdf) | IEEE TSMC | 2012 |

| [Online signature verification and recognition: An approach based on symbolic representation](https://ieeexplore.ieee.org/iel5/34/4816105/04731270.pdf) | IEEE TPAMI | 2008 |

| [Velocity-image model for online signature verification](https://ieeexplore.ieee.org/iel5/83/36077/01709996.pdf) | IEEE TIP | 2006 |

| [Identity authentication using improved online signature verification method](https://doi.org/10.1016/j.patrec.2005.04.017) | Pattern Recognition Letters, Elsevier | 2005 |