3 citations · 3 across the 1 of their papers we have counts for
3 papers · 1 filter
Leveraging Expert Models for Training Deep Neural Networks in Scarce Data Domains: Application to Offline Handwritten Signature Verification
Dimitrios Tsourounis, Ilias Theodorakopoulos, Elias N. Zois +1
This paper introduces a novel approach to leverage the knowledge of existing expert models for training new Convolutional Neural Networks, on domains where task-specific data are l…
A comprehensive study of sparse representation techniques for offline signature verification
Elias N. Zois, Dimitrios Tsourounis, Ilias Theodorakopoulos +2
In this work, a feature extraction method for offline signature verification is presented that harnesses the power of sparse representation in order to deliver state-of-the-art ver…
Attention-Aware Generative Adversarial Networks (ATA-GANs)
Dimitris Kastaniotis, Ioanna Ntinou, Dimitrios Tsourounis +2
In this work, we present a novel approach for training Generative Adversarial Networks (GANs). Using the attention maps produced by a Teacher- Network we are able to improve the qu…