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Feeding a DNN for Face Verification in Video Data acquired by a Visually Impaired User

BHATTACHARYA, JHILIK
•
MARSI, STEFANO
•
CARRATO, SERGIO
altro
RAMPONI, GIOVANNI
2017
  • conference object

Abstract
Abstract—Some experiments on a face verification tool based on FaceNet are presented in this paper. The task of the system is to perform face verification in a real-time assistive system aiming at facilitating the approach between a blind person and a preselected acquaintance of his/her who enters the field of view. Face detection is made easier by the fact that an almost frontal view of the face is highly probable; verification on the contrary is difficult due to the poor quality of the acquired images and to the necessity of achieving a very low error rate. A custom database consisting of subjects required for verification is populated with face images provided by a suitable detection tool. The cascade of FaceNet and a Bayesian Classifier proves to be an effective tool for this unconstrained face verification task.
WOS
WOS:000426903800191
Archivio
http://hdl.handle.net/11368/2904035
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-85027676450
http://docs.mipro-proceedings.com/proceedings/mipro_2017_proceedings.pdf
Diritti
closed access
license:digital rights management non definito
FVG url
https://arts.units.it/request-item?handle=11368/2904035
Soggetti
  • face detection

  • face verification

  • convolution neural n...

  • face recognition

Visualizzazioni
4
Data di acquisizione
Apr 19, 2024
Vedi dettagli
google-scholar
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