Ecole d'ingénieur et centre de recherche en Sciences du numérique

DEFACTO : Image and face manipulation dataset

Mahfoudi, Gaël; Tajini, Badr; Retraint, Florent; Morain-Nicolier, Frédéric; Dugelay, Jean-Luc; Pic, Marc

EUSIPCO 2019, 27th European Signal Processing Conference, 2-6 September 2019, Coruna, Spain

This paper presents a novel dataset for image and face manipulation detection and localization called DEFACTO. The dataset was automatically generated using Microsoft common object in context database (MSCOCO) to produce semantically meaningful forgeries. Four categories of forgeries have been generated. Splicing forgeries which consist of inserting an external element into an image, copy-move forgeries where an element within an image is duplicated, object removal forgeries where objects are removed from images and lastly morphing where two images are warped and blended together. Over 200000 images have been generated and each image is accompanied by several annotations allowing precise localization of the forgery and information about the tampering process.

Document Doi Hal Bibtex

Titre:DEFACTO : Image and face manipulation dataset
Mots Clés:Image Forensics, Copy-Move, Splicing, Inpainting, Object-Removal, Face Morphing, Face-Swapping
Type:Conférence
Langue:English
Ville:Coruna
Pays:ESPAGNE
Date:
Département:Sécurité numérique
Eurecom ref:5973
Copyright: © EURASIP. Personal use of this material is permitted. The definitive version of this paper was published in EUSIPCO 2019, 27th European Signal Processing Conference, 2-6 September 2019, Coruna, Spain and is available at : http://dx.doi.org/10.23919/EUSIPCO.2019.8903181
Bibtex: @inproceedings{EURECOM+5973, doi = {http://dx.doi.org/10.23919/EUSIPCO.2019.8903181}, year = {2019}, title = {{DEFACTO} : {I}mage and face manipulation dataset}, author = {{M}ahfoudi, {G}a{\"e}l and {T}ajini, {B}adr and {R}etraint, {F}lorent and {M}orain-{N}icolier, {F}r{\'e}d{\'e}ric and {D}ugelay, {J}ean-{L}uc and {P}ic, {M}arc}, booktitle = {{EUSIPCO} 2019, 27th {E}uropean {S}ignal {P}rocessing {C}onference, 2-6 {S}eptember 2019, {C}oruna, {S}pain}, address = {{C}oruna, {ESPAGNE}}, month = {09}, url = {http://www.eurecom.fr/publication/5973} }
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