loading
Papers

Research.Publish.Connect.

Paper

Paper Unlock

Authors: Hai Wang ; Bongnam Kang ; Jongmin Yoon and Daijin Kim

Affiliation: Pohang University of Science and Technology, Korea, Republic of

ISBN: 978-989-8565-47-1

Keyword(s): Face Recognition, Feature Extraction, LE Descriptor, LBP.

Related Ontology Subjects/Areas/Topics: Computer Vision, Visualization and Computer Graphics ; Features Extraction ; Image and Video Analysis

Abstract: Many state of the art face recognition algorithms use local feature descriptors known as Local Binary Pattern (LBP). Many extensions of LBP exist, but the performance is still limited. Recently Learning Based Descriptor was introduced for face verification, it showed high discrimination power, but compared with LBP, it’s expensive to compute. In this paper, we propose a novel coding approach for Learning Based Descriptor (LE) descriptor which can keep the most discriminative LBP like feature as well as significantly shorten the feature extraction time. Since the proposed method speed up the LE descriptor’s feature extraction time, we call it Speeded Up Learning Descriptor or SULE for short. Tests on LFW standard benchmark show the superiority of SULE with respect of several state of the art feature descriptors regularly used in face verification applications.

PDF ImageFull Text

Download
CC BY-NC-ND 4.0

Sign In Guest: Register as new SciTePress user now for free.

Sign In SciTePress user: please login.

PDF ImageMy Papers

You are not signed in, therefore limits apply to your IP address 18.208.159.25

In the current month:
Recent papers: 100 available of 100 total
2+ years older papers: 200 available of 200 total

Paper citation in several formats:
Wang, H.; Kang, B.; Yoon, J. and Kim, D. (2013). Speed Up Learning based Descriptor for Face Verification.In Proceedings of the International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, (VISIGRAPP 2013) ISBN 978-989-8565-47-1, pages 762-767. DOI: 10.5220/0004278007620767

@conference{visapp13,
author={Hai Wang. and Bongnam Kang. and Jongmin Yoon. and Daijin Kim.},
title={Speed Up Learning based Descriptor for Face Verification},
booktitle={Proceedings of the International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, (VISIGRAPP 2013)},
year={2013},
pages={762-767},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004278007620767},
isbn={978-989-8565-47-1},
}

TY - CONF

JO - Proceedings of the International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, (VISIGRAPP 2013)
TI - Speed Up Learning based Descriptor for Face Verification
SN - 978-989-8565-47-1
AU - Wang, H.
AU - Kang, B.
AU - Yoon, J.
AU - Kim, D.
PY - 2013
SP - 762
EP - 767
DO - 10.5220/0004278007620767

Login or register to post comments.

Comments on this Paper: Be the first to review this paper.