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RECOGNIZING MINIMAL FACIAL SKETCH BY GENERATING PHOTOREALISTIC FACES WITH THE GUIDANCE OF DESCRIPTIVE ATTRIBUTES

Abstract: 

Cross-modal sketch-photo recognition is of vital importance
in law enforcement and public security. Most existing methods
are dedicated to bridging the gap between the low-level
visual features of sketches and photo images, which is limited
due to intrinsic differences in pixel values. In this paper, based
on the intuition that sketches and photo images are highly correlated
in the semantic domain, we propose to jointly utilize
the low-level visual features and high-level facial attributes to
enhance the representation ability of sketches. More specifically,
a Multi-Modal Conditional GAN (MMC-GAN) is proposed
to generate face images for further face recognition
based on the generated images. During training, an identitypreserving
constraint is further introduced to improve the discriminative
ability of the synthetic images. Extensive experiments
demonstrate that the effectiveness of attribute-aided
face synthesis and recognition.

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Paper Details

Authors:
Submitted On:
19 April 2018 - 2:49pm
Short Link:
Type:
Poster
Event:
Presenter's Name:
Xiao Yang
Paper Code:
1755
Document Year:
2018
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Document Files

xiao_yang.pdf

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[1] , "RECOGNIZING MINIMAL FACIAL SKETCH BY GENERATING PHOTOREALISTIC FACES WITH THE GUIDANCE OF DESCRIPTIVE ATTRIBUTES", IEEE SigPort, 2018. [Online]. Available: http://sigport.org/3000. Accessed: Sep. 24, 2018.
@article{3000-18,
url = {http://sigport.org/3000},
author = { },
publisher = {IEEE SigPort},
title = {RECOGNIZING MINIMAL FACIAL SKETCH BY GENERATING PHOTOREALISTIC FACES WITH THE GUIDANCE OF DESCRIPTIVE ATTRIBUTES},
year = {2018} }
TY - EJOUR
T1 - RECOGNIZING MINIMAL FACIAL SKETCH BY GENERATING PHOTOREALISTIC FACES WITH THE GUIDANCE OF DESCRIPTIVE ATTRIBUTES
AU -
PY - 2018
PB - IEEE SigPort
UR - http://sigport.org/3000
ER -
. (2018). RECOGNIZING MINIMAL FACIAL SKETCH BY GENERATING PHOTOREALISTIC FACES WITH THE GUIDANCE OF DESCRIPTIVE ATTRIBUTES. IEEE SigPort. http://sigport.org/3000
, 2018. RECOGNIZING MINIMAL FACIAL SKETCH BY GENERATING PHOTOREALISTIC FACES WITH THE GUIDANCE OF DESCRIPTIVE ATTRIBUTES. Available at: http://sigport.org/3000.
. (2018). "RECOGNIZING MINIMAL FACIAL SKETCH BY GENERATING PHOTOREALISTIC FACES WITH THE GUIDANCE OF DESCRIPTIVE ATTRIBUTES." Web.
1. . RECOGNIZING MINIMAL FACIAL SKETCH BY GENERATING PHOTOREALISTIC FACES WITH THE GUIDANCE OF DESCRIPTIVE ATTRIBUTES [Internet]. IEEE SigPort; 2018. Available from : http://sigport.org/3000