Utilize este identificador para referenciar este registo:
https://hdl.handle.net/10316/115039
Campo DC | Valor | Idioma |
---|---|---|
dc.contributor.author | Medvedev, Iurii | - |
dc.contributor.author | Shadmand, Farhad | - |
dc.contributor.author | Gonçalves, Nuno | - |
dc.date.accessioned | 2024-04-23T09:48:35Z | - |
dc.date.available | 2024-04-23T09:48:35Z | - |
dc.date.issued | 2023 | - |
dc.identifier.uri | https://hdl.handle.net/10316/115039 | - |
dc.description.abstract | Face morphing attack detection (MAD) is one of the most challenging tasks in the field of face recognition nowadays. In this work, we introduce a novel deep learning strategy for a single image face morphing detection, which implies the discrimination of morphed face images along with a sophisticated face recognition task in a complex classification scheme. It is directed onto learning the deep facial features, which carry information about the authenticity of these features. Our work also introduces several additional contributions: the public and easy-to-use face morphing detection benchmark and the results of our wild datasets filtering strategy. Our method, which we call MorDeephy, achieved the state of the art performance and demonstrated a prominent ability for generalizing the task of morphing detection to unseen scenarios. | pt |
dc.language.iso | eng | pt |
dc.publisher | Science and Technology Publications, Lda | pt |
dc.relation | Portuguese Mint and Official Printing Office (INCM) and the Institute of Systems and Robotics-the University of Coimbra - project Facing. | pt |
dc.relation | UIDB/00048/2020 | pt |
dc.rights | openAccess | pt |
dc.rights.uri | http://creativecommons.org/licenses/by-nc-nd/4.0/ | pt |
dc.subject | Face Morphing Detection | pt |
dc.subject | Face Recognition | pt |
dc.subject | Deep Learning | pt |
dc.subject | Convolutional Neural Networks | pt |
dc.subject | Classification | pt |
dc.title | MorDeephy: Face Morphing Detection via Fused Classification | pt |
dc.type | article | - |
degois.publication.firstPage | 193 | pt |
degois.publication.lastPage | 204 | pt |
degois.publication.title | International Conference on Pattern Recognition Applications and Methods | pt |
dc.peerreviewed | yes | pt |
dc.identifier.doi | 10.5220/0011606100003411 | pt |
dc.date.embargo | 2023-01-01 | * |
uc.date.periodoEmbargo | 0 | pt |
item.openairetype | article | - |
item.fulltext | Com Texto completo | - |
item.languageiso639-1 | en | - |
item.grantfulltext | open | - |
item.cerifentitytype | Publications | - |
item.openairecristype | http://purl.org/coar/resource_type/c_18cf | - |
crisitem.project.grantno | INSTITUTE OF SYSTEMS AND ROBOTICS - ISR - COIMBRA | - |
crisitem.author.researchunit | ISR - Institute of Systems and Robotics | - |
crisitem.author.researchunit | ISR - Institute of Systems and Robotics | - |
crisitem.author.researchunit | ISR - Institute of Systems and Robotics | - |
crisitem.author.parentresearchunit | University of Coimbra | - |
crisitem.author.parentresearchunit | University of Coimbra | - |
crisitem.author.parentresearchunit | University of Coimbra | - |
crisitem.author.orcid | 0000-0003-2372-9681 | - |
crisitem.author.orcid | 0000-0003-4399-4845 | - |
crisitem.author.orcid | 0000-0002-1854-049X | - |
Aparece nas coleções: | I&D ISR - Artigos em Revistas Internacionais |
Ficheiros deste registo:
Ficheiro | Descrição | Tamanho | Formato | |
---|---|---|---|---|
MorDeephy Face Morphing Detection via Fused Classification_arXiv.pdf | 4.45 MB | Adobe PDF | Ver/Abrir |
Visualizações de página
25
Visto em 17/jul/2024
Downloads
4
Visto em 17/jul/2024
Google ScholarTM
Verificar
Altmetric
Altmetric
Este registo está protegido por Licença Creative Commons