RELIABLE ORIENTATION FIELD ESTIMATION OF FINGERPRINT BASED ON ADAPTIVE NEIGHBORHOOD ANALYSIS

Fingerprint Orientation estimation is an important step in feature extraction and classification. However, a reliable extraction of fingerprint orientation data is still a challenge for poor quality images. In this paper, a gradient based estimation of orientation field based on the analysis of orie...

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Main Authors: Shoba Dyre, C P Sumathi
Format: Article
Language:English
Published: ICT Academy of Tamil Nadu 2017-02-01
Series:ICTACT Journal on Image and Video Processing
Subjects:
Online Access:http://ictactjournals.in/ArticleDetails.aspx?id=2916
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spelling doaj-6fda5deb311441b7b1ac653c125d923c2020-11-25T01:05:13ZengICT Academy of Tamil NaduICTACT Journal on Image and Video Processing0976-90990976-91022017-02-017314561462RELIABLE ORIENTATION FIELD ESTIMATION OF FINGERPRINT BASED ON ADAPTIVE NEIGHBORHOOD ANALYSISShoba Dyre0C P Sumathi1Shrimathi Devkunvar Nanalal Bhatt Vaishnav College for Women, IndiaShrimathi Devkunvar Nanalal Bhatt Vaishnav College for Women, IndiaFingerprint Orientation estimation is an important step in feature extraction and classification. However, a reliable extraction of fingerprint orientation data is still a challenge for poor quality images. In this paper, a gradient based estimation of orientation field based on the analysis of orientation consistency in the neighborhood for regularizing the orientation field is proposed. Experimental results are analyzed and compared with other existing gradient based methods used in this work. Evaluation performed on standard FVC2002 fingerprint databases DB1, DB2 and sample fingerprint images collected using optical fingerprint reader exhibit visibly better orientation estimation for various quality images using the proposed method.http://ictactjournals.in/ArticleDetails.aspx?id=2916Gradient-based MethodOrientation MapGaussian FilterOrientation SmoothingOrientation Consistency
collection DOAJ
language English
format Article
sources DOAJ
author Shoba Dyre
C P Sumathi
spellingShingle Shoba Dyre
C P Sumathi
RELIABLE ORIENTATION FIELD ESTIMATION OF FINGERPRINT BASED ON ADAPTIVE NEIGHBORHOOD ANALYSIS
ICTACT Journal on Image and Video Processing
Gradient-based Method
Orientation Map
Gaussian Filter
Orientation Smoothing
Orientation Consistency
author_facet Shoba Dyre
C P Sumathi
author_sort Shoba Dyre
title RELIABLE ORIENTATION FIELD ESTIMATION OF FINGERPRINT BASED ON ADAPTIVE NEIGHBORHOOD ANALYSIS
title_short RELIABLE ORIENTATION FIELD ESTIMATION OF FINGERPRINT BASED ON ADAPTIVE NEIGHBORHOOD ANALYSIS
title_full RELIABLE ORIENTATION FIELD ESTIMATION OF FINGERPRINT BASED ON ADAPTIVE NEIGHBORHOOD ANALYSIS
title_fullStr RELIABLE ORIENTATION FIELD ESTIMATION OF FINGERPRINT BASED ON ADAPTIVE NEIGHBORHOOD ANALYSIS
title_full_unstemmed RELIABLE ORIENTATION FIELD ESTIMATION OF FINGERPRINT BASED ON ADAPTIVE NEIGHBORHOOD ANALYSIS
title_sort reliable orientation field estimation of fingerprint based on adaptive neighborhood analysis
publisher ICT Academy of Tamil Nadu
series ICTACT Journal on Image and Video Processing
issn 0976-9099
0976-9102
publishDate 2017-02-01
description Fingerprint Orientation estimation is an important step in feature extraction and classification. However, a reliable extraction of fingerprint orientation data is still a challenge for poor quality images. In this paper, a gradient based estimation of orientation field based on the analysis of orientation consistency in the neighborhood for regularizing the orientation field is proposed. Experimental results are analyzed and compared with other existing gradient based methods used in this work. Evaluation performed on standard FVC2002 fingerprint databases DB1, DB2 and sample fingerprint images collected using optical fingerprint reader exhibit visibly better orientation estimation for various quality images using the proposed method.
topic Gradient-based Method
Orientation Map
Gaussian Filter
Orientation Smoothing
Orientation Consistency
url http://ictactjournals.in/ArticleDetails.aspx?id=2916
work_keys_str_mv AT shobadyre reliableorientationfieldestimationoffingerprintbasedonadaptiveneighborhoodanalysis
AT cpsumathi reliableorientationfieldestimationoffingerprintbasedonadaptiveneighborhoodanalysis
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