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Improving FREAK Descriptor for Image Classification

Authors :
Kartheek Medathati
Cristina Hilario Gomez
Vittorio Murino
Diego Sona
Pierre Kornprobst
IIT Genoa
Mathematical and Computational Neuroscience (NEUROMATHCOMP)
Inria Sophia Antipolis - Méditerranée (CRISAM)
Institut National de Recherche en Informatique et en Automatique (Inria)-Institut National de Recherche en Informatique et en Automatique (Inria)-Laboratoire Jean Alexandre Dieudonné (LJAD)
Université Nice Sophia Antipolis (1965 - 2019) (UNS)
COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-Centre National de la Recherche Scientifique (CNRS)-Université Côte d'Azur (UCA)-Université Nice Sophia Antipolis (1965 - 2019) (UNS)
COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-Centre National de la Recherche Scientifique (CNRS)-Université Côte d'Azur (UCA)
European Project: 600847,EC:FP7:ICT,FP7-ICT-2011-9,RENVISION(2013)
Institut National de Recherche en Informatique et en Automatique (Inria)-Institut National de Recherche en Informatique et en Automatique (Inria)-Laboratoire Jean Alexandre Dieudonné (JAD)
Université Côte d'Azur (UCA)-Université Nice Sophia Antipolis (... - 2019) (UNS)
COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-Centre National de la Recherche Scientifique (CNRS)-Université Côte d'Azur (UCA)-Université Nice Sophia Antipolis (... - 2019) (UNS)
COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-Centre National de la Recherche Scientifique (CNRS)
Source :
The 10th International Conference on Computer Vision Systems (ICVS 2015), The 10th International Conference on Computer Vision Systems (ICVS 2015), Jul 2015, Nice, France, Lecture Notes in Computer Science ISBN: 9783319209036, ICVS
Publication Year :
2015
Publisher :
HAL CCSD, 2015.

Abstract

International audience; In this paper we propose a new set of bio-inspired descrip- tors for image classification based on low-level processing performed by the retina. Taking as a starting point a descriptor called FREAK (Fast Retina Keypoint), we further extend it mimicking the center-surround organization of ganglion receptive fields.To test our approach we com- pared the performance of the original FREAK and our proposal on the 15 scene categories database. The results show that our approach out- performs the original FREAK for the scene classification task.

Details

Language :
English
ISBN :
978-3-319-20903-6
ISBNs :
9783319209036
Database :
OpenAIRE
Journal :
The 10th International Conference on Computer Vision Systems (ICVS 2015), The 10th International Conference on Computer Vision Systems (ICVS 2015), Jul 2015, Nice, France, Lecture Notes in Computer Science ISBN: 9783319209036, ICVS
Accession number :
edsair.doi.dedup.....d05d1a838ad6575395d869e97db0ec8e