Graduate School and Research Center in Digital Sciences

On multi-view face recognition using lytro images

Chiesa, Valeria; Dugelay, Jean-Luc

EUSIPCO 2018, 26th European Signal Processing Conference, 3-7 September 2018, Rome, Italy

In this work, a simple and efficient approach for recognizing faces from light field images, notably from Lytro Illum camera, is proposed. The suggested method is based on light field images property of being rendered through a multiview representation. In the preliminary analysis, feature vectors extracted from different views of the same Lytro picture are proved different enough to provide complementary information beneficial for face recognition purpose. Starting from a set of multiple views for each data, face verification problem is tackled and results are compared with those achieved with classical 2D images simulated using a single view, i.e. the central one. Two experiments are described and, in both cases, the presented method shows superior performances than standard algorithms adopted by classical imaging sensors.

Document Doi Bibtex

Title:On multi-view face recognition using lytro images
Keywords:Multi-view, light field images, face recognition, Lytro camera
Type:Conference
Language:English
City:Rome
Country:ITALY
Date:
Department:Digital Security
Eurecom ref:5647
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Bibtex: @inproceedings{EURECOM+5647, doi = {http://dx.doi.org/10.23919/EUSIPCO.2018.8553572}, year = {2018}, title = {{O}n multi-view face recognition using lytro images}, author = {{C}hiesa, {V}aleria and {D}ugelay, {J}ean-{L}uc}, booktitle = {{EUSIPCO} 2018, 26th {E}uropean {S}ignal {P}rocessing {C}onference, 3-7 {S}eptember 2018, {R}ome, {I}taly }, address = {{R}ome, {ITALY}}, month = {09}, url = {http://www.eurecom.fr/publication/5647} }
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