Leveraging Expert Models for Training Deep Neural Networks in Scarce Data Domains: Application to Offline Handwritten Signature Verification

2 August 2023

Dimitrios Tsourounis

Ilias Theodorakopoulos

E. Zois

G. Economou

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Papers citing "Leveraging Expert Models for Training Deep Neural Networks in Scarce Data Domains: Application to Offline Handwritten Signature Verification"

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Title
SURDS: Self-Supervised Attention-guided Reconstruction and Dual Triplet Loss for Writer Independent Offline Signature Verification Soumitri Chattopadhyay Siladittya Manna Saumik Bhattacharya Umapada Pal 50 23 0 25 Jan 2022
Barlow Twins: Self-Supervised Learning via Redundancy Reduction Jure Zbontar Li Jing Ishan Misra Yann LeCun Stéphane Deny SSL 300 2,344 0 04 Mar 2021
Intrapersonal Parameter Optimization for Offline Handwritten Signature Augmentation T. Maruyama Luiz Eduardo Soares de Oliveira A. Britto R. Sabourin 137 26 0 13 Oct 2020
A white-box analysis on the writer-independent dichotomy transformation applied to offline handwritten signature verification Victor L. F. Souza Adriano Oliveira Rafael M. O. Cruz R. Sabourin 13 24 0 03 Apr 2020
Signature Verification Approach using Fusion of Hybrid Texture Features A. Bhunia Alireza Alaei P. Roy 36 56 0 27 Sep 2017
Squeeze-and-Excitation Networks Jie Hu Li Shen Samuel Albanie Gang Sun Enhua Wu 424 26,481 0 05 Sep 2017
Learning Transferable Architectures for Scalable Image Recognition Barret Zoph Vijay Vasudevan Jonathon Shlens Quoc V. Le 172 5,596 0 21 Jul 2017
SigNet: Convolutional Siamese Network for Writer Independent Offline Signature Verification S. Dey Anjan Dutta J. I. Toledo Suman K. Ghosh Josep Llados Umapada Pal OffRL 48 207 0 07 Jul 2017
Learning Features for Offline Handwritten Signature Verification using Deep Convolutional Neural Networks L. G. Hafemann R. Sabourin Luiz Eduardo Soares de Oliveira 92 307 0 16 May 2017
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 1.1K 20,837 0 17 Apr 2017
Beyond triplet loss: a deep quadruplet network for person re-identification Weihua Chen Xiaotang Chen Jianguo Zhang Kaiqi Huang 82 1,140 0 06 Apr 2017
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Zhuowen Tu Kaiming He 509 10,322 0 16 Nov 2016
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 1.4K 14,559 0 07 Oct 2016
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 766 36,794 0 25 Aug 2016
Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning Christian Szegedy Sergey Ioffe Vincent Vanhoucke Alexander A. Alemi 377 14,247 0 23 Feb 2016
Offline Handwritten Signature Verification - Literature Review L. G. Hafemann R. Sabourin Luiz Eduardo Soares de Oliveira OffRL 52 202 0 28 Jul 2015
FaceNet: A Unified Embedding for Face Recognition and Clustering Florian Schroff Dmitry Kalenichenko James Philbin 3DH 370 13,143 0 12 Mar 2015
Going Deeper with Convolutions Christian Szegedy Wei Liu Yangqing Jia P. Sermanet Scott E. Reed Dragomir Anguelov D. Erhan Vincent Vanhoucke Andrew Rabinovich 457 43,649 0 17 Sep 2014
Do Deep Nets Really Need to be Deep? Lei Jimmy Ba R. Caruana 162 2,117 0 21 Dec 2013
Representation Learning: A Review and New Perspectives Yoshua Bengio Aaron Courville Pascal Vincent OOD SSL 256 12,435 0 24 Jun 2012