Offline Signature Verification Using Convolution Siamese Network

机译：使用卷积连体网络进行脱机签名验证

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This paper presents an offline signature verification approach using convolutional Siamese neural network. Unlike the existing methods which consider feature extraction and metric learning as two independent stages, we adopt a deep-leaning based framework which combines the two stages together and can be trained end-to-end. The experimental results on two offline public databases (GPDSsynthetic and CEDAR) demonstrate the superiority of our method on the offline signature verification problem.

机译：本文提出了一种使用卷积暹罗神经网络的离线签名验证方法。与将特征提取和度量学习视为两个独立阶段的现有方法不同，我们采用了基于深度学习的框架，该框架将两个阶段结合在一起并且可以进行端到端的培训。在两个离线公共数据库（GPDSsynthetic和CEDAR）上的实验结果证明了我们的方法在离线签名验证问题上的优越性。

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《International conference on graphic and image processing》|2017年|106151I.1-106151I.9|共9页
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Zi-Jian Xing; Fei Yin; Yi-Chao Wu; Cheng-Lin Liu;
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Signature verification; Convolution Siamese Network; feature learning; metric learning;

机译：签名验证;卷积连体网络;特征学习;度量学习;

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专利

1. Verification of genuine and forged offline signatures using Siamese Neural Network (SNN) [J] . Amruta B. Jagtap, Dattatray D. Sawat, Rajendra S. Hegadi, Multimedia Tools and Applications . 2020,第47a48期

机译：使用暹罗神经网络（SNN）验证真实和伪造的离线签名
2. Learning features for offline handwritten signature verification using deep convolutional neural networks [J] . Hafemann Luiz G., Sabourin Robert, Oliveira Luiz S. Pattern Recognition: The Journal of the Pattern Recognition Society . 2017,第期

机译：使用深卷积神经网络的离线手写签名验证学习功能
3. 3-D Offline Signature Verification with Convolutional Neural Network [J] . Na Tyrer, Fan Yang, Gary C. Barber, Computer Science & Information Technology . 2020,第15期

机译：3-D与卷积神经网络的离线签名验证
4. Reference Selection for Offline Writer-Dependent Signature Verification Using a Siamese Convolutional Neural Network [C] . Ming-I Lo, Tsung-Yu Lu, Er-Hao Chen, International Conference on Digital Image Processing . 2021

机译：使用暹罗卷积神经网络对离线编写器相关签名验证的参考选择
5. Learning features for Offline Handwritten Signature Verification =L’apprentissage profond appliqué à la vérification de signatures manuscrites [D] . Hafemann, Luiz Gustavo. 2019

机译：离线手写签名验证的学习功能=应用于手写签名验证的深度学习
6. Robust Visual Tracking Based on Adaptive Convolutional Features and Offline Siamese Tracker [O] . Ximing Zhang, Mingang Wang 2018

机译：基于自适应卷积特征和离线暹罗跟踪器的鲁棒视觉跟踪
7. A Writer-Independent Approach for Offline Signature Verification using Deep Convolutional Neural Networks Features [O] . Victor L. F. Souza, Adriano L. I. Oliveira, Robert Sabourin 2018

机译：使用深度卷积神经网络功能的脱机签名验证的作家独立方法

Offline Signature Verification Using Convolution Siamese Network

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