SVC-onGoing: Signature Verification Competition
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Abstract (arXiv)
This article presents SVC-onGoing, an on-going competition for on-line signature verification where researchers can easily benchmark their systems against the state of the art in an open common platform using large-scale public databases, such as DeepSignDB and SVC2021_EvalDB, and standard experimental protocols. SVC-onGoing is based on the ICDAR 2021 Competition on On-Line Signature Verification (SVC 2021), which has been extended to allow participants anytime. The goal of SVC-onGoing is to evaluate the limits of on-line signature verification systems on popular scenarios (office/mobile) and writing inputs (stylus/finger) through large-scale public databases. Three different tasks are considered in the competition, simulating realistic scenarios as both random and skilled forgeries are simultaneously considered on each task. The results obtained in SVC-onGoing prove the high potential of deep learning methods in comparison with traditional methods. In particular, the best signature verification system has obtained Equal Error Rate (EER) values of 3.33% (Task 1), 7.41% (Task 2), and 6.04% (Task 3). Future studies in the field should be oriented to improve the performance of signature verification systems on the challenging mobile scenarios of SVC-onGoing in which several mobile devices and the finger are used during the signature acquisition.
Key facts. Cited by 17 papers in the map (data through 14 Oct 2026). Builds on 10 of its 59 references that are in the map. First posted on arXiv 13 Aug 2021.
Builds on
10 of 59 references.
References · 10
- 2015Deep Residual Learning for Image Recognitioncited by 52,096
- 2017Soft-DTW: a Differentiable Loss Function for Time-Seriescited by 271
- 2016A Primer on the Signature Method in Machine Learningcited by 104
- 2020DeepWriteSYN: On-Line Handwriting Synthesis via Deep Short-Term Representationscited by 26
- 2020DeepSign: Deep On-Line Signature Verificationcited by 23
- 2020BioTouchPass2: Touchscreen Password Biometrics Using Time-Aligned Recurrent Neural Networkscited by 19
- 2019SynSig2Vec: Learning Representations from Synthetic Dynamic Signatures for Real-world Verificationcited by 9
- 2021ICDAR 2021 Competition on On-Line Signature Verificationcited by 8
- 2019Biometric Template Storage with Blockchain: A First Look into Cost and Performance Tradeoffscited by 6
- 2019Exploiting Complexity in Pen- and Touch-based Signature Biometricscited by 4
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Citing papers per year: 2022: 9; 2023: 3; 2024: 3; 2025: 1; 2026: 1.
17 papers.
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- 2022An Overview of Privacy-enhancing Technologies in Biometric Recognitioncited by 17
- 2022Exploring Transformers for Behavioural Biometrics: A Case Study in Gait Recognitioncited by 13
- 2022BehavePassDB: Public Database for Mobile Behavioral Biometrics and Benchmark Evaluationcited by 8
- 2022MSDS: A Large-Scale Chinese Signature and Token Digit String Dataset for Handwriting Verificationcited by 7
- 2022TypeFormer: Transformers for Mobile Keystroke Biometricscited by 7
- 2022Mobile Keystroke Biometrics Using Transformerscited by 6
- 2022IJCB 2022 Mobile Behavioral Biometrics Competition (MobileB2C)cited by 5
- 2023Keystroke Verification Challenge (KVC): Biometric and Fairness Benchmark Evaluationcited by 5
- 2024Type2Branch: Keystroke Biometrics based on a Dual-branch Architecture with Attention Mechanisms and Set2set Losscited by 5
- 2022Mobile Behavioral Biometrics for Passive Authenticationcited by 4
- 2024IEEE BigData 2023 Keystroke Verification Challenge (KVC)cited by 3
- 2024KVC-onGoing: Keystroke Verification Challengecited by 3
5 more
- 2022ChildCI Framework: Analysis of Motor and Cognitive Development in Children-Computer Interaction for Age Detectioncited by 2
- 2023Exploring Transformers for On-Line Handwritten Signature Verificationcited by 2
- 2023Introduction to Presentation Attacks in Signature Biometrics and Recent Advancescited by 1
- 2025Online Signature Verification based on the Lagrange formulation with 2D and 3D robotic modelscited by 0
- 2026Exploring Vision-Language Models for Online Signature Verification: A Zero-Shot Capability Studycited by 0
- 2026Exploring Vision-Language Models for Online Signature Verification: A Zero-Shot Capability Study14 May 2026
- 2025Online Signature Verification based on the Lagrange formulation with 2D and 3D robotic models17 Mar 2025
- 2024KVC-onGoing: Keystroke Verification Challenge29 Dec 2024
- 2024Type2Branch: Keystroke Biometrics based on a Dual-branch Architecture with Attention Mechanisms and Set2set Loss2 May 2024
- 2024IEEE BigData 2023 Keystroke Verification Challenge (KVC)29 Jan 2024
- 2023Keystroke Verification Challenge (KVC): Biometric and Fairness Benchmark Evaluation10 Nov 2023
- 2023Exploring Transformers for On-Line Handwritten Signature Verification4 Jul 2023
- 2023Introduction to Presentation Attacks in Signature Biometrics and Recent Advances16 Feb 2023
- 2022TypeFormer: Transformers for Mobile Keystroke Biometrics26 Dec 2022
- 2022MSDS: A Large-Scale Chinese Signature and Token Digit String Dataset for Handwriting Verification17 Oct 2022
- 2022IJCB 2022 Mobile Behavioral Biometrics Competition (MobileB2C)6 Oct 2022
- 2022Mobile Keystroke Biometrics Using Transformers15 Jul 2022
5 more
- 2022An Overview of Privacy-enhancing Technologies in Biometric Recognition21 Jun 2022
- 2022BehavePassDB: Public Database for Mobile Behavioral Biometrics and Benchmark Evaluation6 Jun 2022
- 2022Exploring Transformers for Behavioural Biometrics: A Case Study in Gait Recognition3 Jun 2022
- 2022ChildCI Framework: Analysis of Motor and Cognitive Development in Children-Computer Interaction for Age Detection8 Apr 2022
- 2022Mobile Behavioral Biometrics for Passive Authentication14 Mar 2022
- 2022An Overview of Privacy-enhancing Technologies in Biometric Recognitioncited by 17
- 2022Exploring Transformers for Behavioural Biometrics: A Case Study in Gait Recognitioncited by 13
- 2022BehavePassDB: Public Database for Mobile Behavioral Biometrics and Benchmark Evaluationcited by 8
- 2022MSDS: A Large-Scale Chinese Signature and Token Digit String Dataset for Handwriting Verificationcited by 7
- 2022TypeFormer: Transformers for Mobile Keystroke Biometricscited by 7
- 2022Mobile Keystroke Biometrics Using Transformerscited by 6
- 2022IJCB 2022 Mobile Behavioral Biometrics Competition (MobileB2C)cited by 5
- 2023Keystroke Verification Challenge (KVC): Biometric and Fairness Benchmark Evaluationcited by 5
- 2024Type2Branch: Keystroke Biometrics based on a Dual-branch Architecture with Attention Mechanisms and Set2set Losscited by 5
- 2022Mobile Behavioral Biometrics for Passive Authenticationcited by 4
- 2024IEEE BigData 2023 Keystroke Verification Challenge (KVC)cited by 3
- 2024KVC-onGoing: Keystroke Verification Challengecited by 3
12 most cited of 16 All 16 (JSON)
- 2025Online Signature Verification based on the Lagrange formulation with 2D and 3D robotic models17 Mar 2025
- 2024KVC-onGoing: Keystroke Verification Challenge29 Dec 2024
- 2024Type2Branch: Keystroke Biometrics based on a Dual-branch Architecture with Attention Mechanisms and Set2set Loss2 May 2024
- 2024IEEE BigData 2023 Keystroke Verification Challenge (KVC)29 Jan 2024
- 2023Keystroke Verification Challenge (KVC): Biometric and Fairness Benchmark Evaluation10 Nov 2023
- 2023Exploring Transformers for On-Line Handwritten Signature Verification4 Jul 2023
- 2023Introduction to Presentation Attacks in Signature Biometrics and Recent Advances16 Feb 2023
- 2022TypeFormer: Transformers for Mobile Keystroke Biometrics26 Dec 2022
- 2022MSDS: A Large-Scale Chinese Signature and Token Digit String Dataset for Handwriting Verification17 Oct 2022
- 2022IJCB 2022 Mobile Behavioral Biometrics Competition (MobileB2C)6 Oct 2022
- 2022Mobile Keystroke Biometrics Using Transformers15 Jul 2022
- 2022An Overview of Privacy-enhancing Technologies in Biometric Recognition21 Jun 2022
12 newest of 16 All 16 (JSON)