Fingerprint matching by thin-plate spline modelling of elastic deformations

نویسندگان

  • Asker M. Bazen
  • Sabih H. Gerez
چکیده

This paper presents a novel minutiae matching method that describes elastic distortions in 4ngerprints by means of a thin-plate spline model, which is estimated using a local and a global matching stage. After registration of the 4ngerprints according to the estimated model, the number of matching minutiae can be counted using very tight matching thresholds. For deformed 4ngerprints, the algorithm gives considerably higher matching scores compared to rigid matching algorithms, while only taking 100 ms on a 1 GHz P-III machine. Furthermore, it is shown that the observed deformations are di6erent from those described by theoretical models proposed in the literature. ? 2003 Pattern Recognition Society. Published by Elsevier Science Ltd. All rights reserved.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Thin-plate Spline Modelling of Elastic Deformations in Fingerprints

This paper presents a novel minutiae matching method that describes elastic distortions by means of a thin-plate spline model and uses that model to normalize the shape of the test fingerprint with respect to the template. The method first determines possible matching minutiae pairs by means of comparing local neighborhoods of the minutiae. Next, a thin-plate spline model is used to describe th...

متن کامل

Elastic Minutiae Matching by Means of Thin-Plate Spline Models

This paper presents a novel minutiae matching method that deals with elastic distortions by normalizing the shape of the test fingerprint with respect to the template. The method first determines possible matching minutiae pairs by means of comparing local neighborhoods of the minutiae. Next a thin-plate spline model is used to describe the non-linear distortions between the two sets of possibl...

متن کامل

Fingerprint Mosaicing Using Thin Plate Splines

We discuss a fingerprint mosaicing scheme to construct a composite fingerprint image using multiple impressions of the same finger. The composite image is expected to contain more information (e.g., minutiae) compared to the individual impressions thereby improving matching accuracy. The novelty of the proposed algorithm lies in its ability to account for the elastic deformation present in cons...

متن کامل

Fingerprint matching incorporating ridge features with Adaptive Coarse filter and Thin Plate Spline Warping (TPSW) model

The performance of a fingerprint matching system is affected by the distortion introduced in the fingerprint impression during feature extraction process. This fingerprint features, such as ridge curves distorted in a complex manner. With the recent advancements in fingerprint sensing technology, many sensor devices to capture the fingerprint are now equipped with probability of dual resolution...

متن کامل

Fingerprint image matching by minimization of a thin-plate energy using a two-step algorithm with auxiliary variables

A common approach in fingerprint matching algorithms consists of minimizing a similarity measure between feature vectors of both images, over a set of linear transformations of one image to the other. In this work we propose the thinplate spline as a more accurate model for the geometric transformations that arise in fingerprint images. In addition we show how such a model can be integrated int...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:
  • Pattern Recognition

دوره 36  شماره 

صفحات  -

تاریخ انتشار 2003