TOUCHLESS FINGERPRINT RECOGNITION

Fingerprint is one of human characteristics that commonly used to identify a person in biometric authentication. Touchless fingerprint recognition represents a rapidly growing field of research as technology development. A touchless fingerprint recognition system is devised using a camera sensor...

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Main Author: Velda, Vania
Format: Final Project
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/55939
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:55939
spelling id-itb.:559392021-06-20T11:30:28ZTOUCHLESS FINGERPRINT RECOGNITION Velda, Vania Indonesia Final Project fingerprint, super resolution, minutiae, evaluation INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/55939 Fingerprint is one of human characteristics that commonly used to identify a person in biometric authentication. Touchless fingerprint recognition represents a rapidly growing field of research as technology development. A touchless fingerprint recognition system is devised using a camera sensor to capture image. This system raises new problems such as the decreased resolution when capturing image from far and how to process the captured image so that it can be used in common fingerprint extractor and matching. Technique that can be used to increased resolution without losing details is super resolution. Captured image need to be segmented to locate the fingertip and being preprocess resulting in binary image. Minutiae extraction will be used in matching. Minutiae types ridge ending and bifurcation will be used in minutia based matching. Threshold of 40 will be set in determine whether a probe and a candidate is match. Fingerprint image quality and the number of minutiae are evaluated using FpMV software developed by NIST. A good quality fingerprint has minimum 40 minutiae and fingerprint with and without super resolution has around more than 40 minutiae with different minutiae quality. Super resolution does not increase the biometric performance as the CER is fairly high compared to system without super resolution. With super resolution, CER value is around 30%-40%. text
institution Institut Teknologi Bandung
building Institut Teknologi Bandung Library
continent Asia
country Indonesia
Indonesia
content_provider Institut Teknologi Bandung
collection Digital ITB
language Indonesia
description Fingerprint is one of human characteristics that commonly used to identify a person in biometric authentication. Touchless fingerprint recognition represents a rapidly growing field of research as technology development. A touchless fingerprint recognition system is devised using a camera sensor to capture image. This system raises new problems such as the decreased resolution when capturing image from far and how to process the captured image so that it can be used in common fingerprint extractor and matching. Technique that can be used to increased resolution without losing details is super resolution. Captured image need to be segmented to locate the fingertip and being preprocess resulting in binary image. Minutiae extraction will be used in matching. Minutiae types ridge ending and bifurcation will be used in minutia based matching. Threshold of 40 will be set in determine whether a probe and a candidate is match. Fingerprint image quality and the number of minutiae are evaluated using FpMV software developed by NIST. A good quality fingerprint has minimum 40 minutiae and fingerprint with and without super resolution has around more than 40 minutiae with different minutiae quality. Super resolution does not increase the biometric performance as the CER is fairly high compared to system without super resolution. With super resolution, CER value is around 30%-40%.
format Final Project
author Velda, Vania
spellingShingle Velda, Vania
TOUCHLESS FINGERPRINT RECOGNITION
author_facet Velda, Vania
author_sort Velda, Vania
title TOUCHLESS FINGERPRINT RECOGNITION
title_short TOUCHLESS FINGERPRINT RECOGNITION
title_full TOUCHLESS FINGERPRINT RECOGNITION
title_fullStr TOUCHLESS FINGERPRINT RECOGNITION
title_full_unstemmed TOUCHLESS FINGERPRINT RECOGNITION
title_sort touchless fingerprint recognition
url https://digilib.itb.ac.id/gdl/view/55939
_version_ 1822930047310233600