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Papers Handwriting Verification

“Handwriting Verification” 태그가 달린 논문 7편 · 필터 해제

Capturing More: Learning Multi-Domain Representations for Robust Online Handwriting Verification

2025-08-02 · Peirong Zhang, Kai Ding, Lianwen Jin arxiv

In this paper, we propose SPECTRUM, a temporal-frequency synergistic model that unlocks the untapped potential of multi-domain representation learning for online handwriting verification (OHV). SPECTRUM comprises three c…

Handwriting VerificationRepresentation Learning

Self-Supervised Learning Based Handwriting Verification

2024-05-28 · Mihir Chauhan, Mohammad Abuzar Shaikh, Bina Ramamurthy, Mingchen Gao 외

We present SSL-HV: Self-Supervised Learning approaches applied to the task of Handwriting Verification. This task involves determining whether a given pair of handwritten images originate from the same or different write…

Handwriting VerificationSelf-Supervised Learning

MSDS: A Large-Scale Chinese Signature and Token Digit String Dataset for Handwriting Verification

2022-10-17 · Peirong Zhang, Jiajia Jiang, Yuliang Liu, Lianwen Jin

Although online handwriting verification has made great progress recently, the verification performances are still far behind the real usage owing to the small scale of the datasets as well as the limited biometric mediu…

Handwriting Verification

Attention based Writer Independent Handwriting Verification

2020-09-07 · Mohammad Abuzar Shaikh, Tiehang Duan, Mihir Chauhan, Sargur Srihari

The task of writer verification is to provide a likelihood score for whether the queried and known handwritten image samples belong to the same writer or not. Such a task calls for the neural network to make it's outcome…

Handwriting Verification

Explanation based Handwriting Verification

2019-08-14 · Mihir Chauhan, Mohammad Abuzar Shaikh, Sargur N. Srihari

Deep learning system have drawback that their output is not accompanied with ex-planation. In a domain such as forensic handwriting verification it is essential to provideexplanation to jurors. The goal of handwriting ve…

Explainable Artificial Intelligence (XAI)Face VerificationHandwriting Verification

Hybrid Feature Learning for Handwriting Verification

2018-11-19 · Mohammad Abuzar Shaikh, Mihir Chauhan, Jun Chu, Sargur Srihari

We propose an effective Hybrid Deep Learning (HDL) architecture for the task of determining the probability that a questioned handwritten word has been written by a known writer. HDL is an amalgamation of Auto-Learned Fe…

Handwriting Verification

SigNet: Convolutional Siamese Network for Writer Independent Offline Signature Verification

2017-07-07 · Sounak Dey, Anjan Dutta, J. Ignacio Toledo, Suman K. Ghosh 외

Offline signature verification is one of the most challenging tasks in biometrics and document forensics. Unlike other verification problems, it needs to model minute but critical details between genuine and forged signa…

Handwriting Verification
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