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U-Phylogeny: Undirected Provenance Graph Construction in the Wild

Abstract: 

Deriving relationships between images and tracing back their history of modifications are at the core of Multimedia Phylogeny solutions, which aim to combat misinformation through doctored visual media. Nonetheless, most recent image phylogeny solutions cannot properly address cases of forged composite images with multiple donors, an area known as multiple parenting phylogeny (MPP). This paper presents a preliminary undirected graph construction solution for MPP, without any strict assumptions. The algorithm is underpinned by robust image representative keypoints and different geometric consistency checks among matching regions in both images to provide regions of interest for direct comparison. The paper introduces a novel technique to geometrically filter the most promising matches as well as to aid in the shared region localization task. The strength of the approach is corroborated by experiments with real-world cases, with and without image distractors (unrelated cases).

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Paper Details

Authors:
Aparna Bharati, Daniel Moreira, Allan Pinto, Joel Brogan, Kevin Bowyer, Patrick Flynn, Walter Scheirer, Anderson Rocha
Submitted On:
14 September 2017 - 10:24pm
Short Link:
Type:
Presentation Slides
Event:
Presenter's Name:
Joel Brogan
Paper Code:
3165
Document Year:
2017
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Document Files

ICIP17_UPhy_Presentation.pptx

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[1] Aparna Bharati, Daniel Moreira, Allan Pinto, Joel Brogan, Kevin Bowyer, Patrick Flynn, Walter Scheirer, Anderson Rocha, "U-Phylogeny: Undirected Provenance Graph Construction in the Wild", IEEE SigPort, 2017. [Online]. Available: http://sigport.org/2069. Accessed: Apr. 25, 2019.
@article{2069-17,
url = {http://sigport.org/2069},
author = {Aparna Bharati; Daniel Moreira; Allan Pinto; Joel Brogan; Kevin Bowyer; Patrick Flynn; Walter Scheirer; Anderson Rocha },
publisher = {IEEE SigPort},
title = {U-Phylogeny: Undirected Provenance Graph Construction in the Wild},
year = {2017} }
TY - EJOUR
T1 - U-Phylogeny: Undirected Provenance Graph Construction in the Wild
AU - Aparna Bharati; Daniel Moreira; Allan Pinto; Joel Brogan; Kevin Bowyer; Patrick Flynn; Walter Scheirer; Anderson Rocha
PY - 2017
PB - IEEE SigPort
UR - http://sigport.org/2069
ER -
Aparna Bharati, Daniel Moreira, Allan Pinto, Joel Brogan, Kevin Bowyer, Patrick Flynn, Walter Scheirer, Anderson Rocha. (2017). U-Phylogeny: Undirected Provenance Graph Construction in the Wild. IEEE SigPort. http://sigport.org/2069
Aparna Bharati, Daniel Moreira, Allan Pinto, Joel Brogan, Kevin Bowyer, Patrick Flynn, Walter Scheirer, Anderson Rocha, 2017. U-Phylogeny: Undirected Provenance Graph Construction in the Wild. Available at: http://sigport.org/2069.
Aparna Bharati, Daniel Moreira, Allan Pinto, Joel Brogan, Kevin Bowyer, Patrick Flynn, Walter Scheirer, Anderson Rocha. (2017). "U-Phylogeny: Undirected Provenance Graph Construction in the Wild." Web.
1. Aparna Bharati, Daniel Moreira, Allan Pinto, Joel Brogan, Kevin Bowyer, Patrick Flynn, Walter Scheirer, Anderson Rocha. U-Phylogeny: Undirected Provenance Graph Construction in the Wild [Internet]. IEEE SigPort; 2017. Available from : http://sigport.org/2069